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    "### 本周内容"
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'%7B%22jobId%22%3A%2223154709%22%2C%22jobKind%22%3A%222%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': [], 'jobId': '23154709', 'jobKind': '2', 'topJob': False, 'refreshTime': '20200728103437', 'title': '数字营销PM', 'salary': '薪资面议', 'dq': '广州-天河区', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=36', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1923154709.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '刘女士', 'recruiterTitle': 'Consultant', 'chatted': False, 'imId': 'b76b2be27ab4a4746042c177f0a1d2b1', 'imUserType': '2', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg', 'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368'}, 'comp': {'compName': '恩梯梯数据(中国)', 'compLogo': '5bfea15d74719d2aa34c24f803a.png', 'compId': 6629285, 'compScale': '2000-5000人', 'compIndustry': 'IT服务', 'link': 'https://www.liepin.com/company/6629285/'}, 'dataParams': '{\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"jobId\":\"23154709\",\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'}, {'dataInfo': '%7B%22jobId%22%3A%2248905275%22%2C%22jobKind%22%3A%222%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['产品优化', '二次元在研', '项目管理'], 'jobId': '48905275', 'jobKind': '2', 'topJob': False, 'refreshTime': '20220928174530', 'title': '项目发行PM（二次元） (MJ000855)', 'salary': '20-28k·13薪', 'dq': '广州-天河区', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1948905275.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '唐女士', 'recruiterTitle': '', 'chatted': False, 'imId': '9e5b45289ab5581e337193710fe42056', 'imUserType': '2', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg', 'recruiterId': '69bf0604ae10eb243f03c06e2c7db374'}, 'comp': {'compName': '广州百田', 'compStage': '已上市', 'compLogo': '5ff42565bebf7311a41e860005u.png', 'compId': 803274, 'compScale': '500-999人', 'compIndustry': '游戏', 'link': 'https://www.liepin.com/company/803274/'}, 'dataParams': '{\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"jobId\":\"48905275\",\"jobKind\":\"2\",\"recruiterName\":\"唐女士\",\"imId\":\"9e5b45289ab5581e337193710fe42056\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'}, {'dataInfo': '%7B%22jobId%22%3A%2246626189%22%2C%22jobKind%22%3A%222%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': [], 'jobId': '46626189', 'jobKind': '2', 'topJob': False, 'refreshTime': '20220215115047', 'title': 'Product Manager', 'salary': '8-16k·13薪', 'dq': '广州-天河区', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1946626189.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '赖先生', 'recruiterTitle': '人力资源总监', 'chatted': False, 'imId': '81d856a45c0e72274ebbef01db417cf0', 'imUserType': '2', 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg', 'recruiterId': 'ffb961ad0561780d685123d92072146b'}, 'comp': {'compName': '贝兰格投资咨询(广州)有限公司', 'compStage': '融资未公开', 'compLogo': '612f1b02303e5d0d667cd9bb06u.png', 'compId': 12912133, 'compScale': '50-99人', 'compIndustry': '咨询服务', 'link': 'https://www.liepin.com/company/12912133/'}, 'dataParams': '{\"userId\":\"ffb961ad0561780d685123d92072146b\",\"jobId\":\"46626189\",\"jobKind\":\"2\",\"recruiterName\":\"赖先生\",\"imId\":\"81d856a45c0e72274ebbef01db417cf0\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}'}, {'dataInfo': '%7B%22jobId%22%3A%2225415919%22%2C%22jobKind%22%3A%222%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['增长产品'], 'jobId': '25415919', 'jobKind': '2', 'topJob': False, 'refreshTime': '20210615114605', 'title': '活动PM', 'salary': '薪资面议', 'dq': '广州', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1925415919.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '刘女士', 'recruiterTitle': 'Consultant', 'chatted': False, 'imId': 'b76b2be27ab4a4746042c177f0a1d2b1', 'imUserType': '2', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg', 'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368'}, 'comp': {'compName': '恩梯梯数据(中国)', 'compLogo': '5bfea15d74719d2aa34c24f803a.png', 'compId': 6629285, 'compScale': '2000-5000人', 'compIndustry': 'IT服务', 'link': 'https://www.liepin.com/company/6629285/'}, 'dataParams': '{\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"jobId\":\"25415919\",\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'}], 'compList': []}, 'pagination': {'totalPage': 10, 'currentPage': 0, 'pageSize': 40, 'hasNext': False, 'totalCounts': 804}, 'passThroughData': {'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7cbe340b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22jobId%22%3A%2257326451%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"7f4e7e8ef7261892f9139596f2e1a7af\",\"...</td>\n",
       "      <td>[AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]</td>\n",
       "      <td>57326451</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>20230412110555</td>\n",
       "      <td>IT产品经理</td>\n",
       "      <td>20-26k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>7f4e7e8ef7261892f9139596f2e1a7af</td>\n",
       "      <td>时代中国控股集团有限公司</td>\n",
       "      <td>5bfe97f674719df0ac99562403a.png</td>\n",
       "      <td>2250604.0</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>https://www.liepin.com/company/2250604/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22jobId%22%3A%2255739849%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"e1f6f5d863e248b1fa8b08c8dbd02957\",\"...</td>\n",
       "      <td>[财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]</td>\n",
       "      <td>55739849</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>20230413150830</td>\n",
       "      <td>支付产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>e1f6f5d863e248b1fa8b08c8dbd02957</td>\n",
       "      <td>全民钱包</td>\n",
       "      <td>5ef856aa543a971969df89b903u.jpg</td>\n",
       "      <td>12219769.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>https://www.liepin.com/company/12219769/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22jobId%22%3A%2257754271%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"871518775391643a04bdffecc9c81011\",\"...</td>\n",
       "      <td>[数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]</td>\n",
       "      <td>57754271</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>20230412172946</td>\n",
       "      <td>产品经理-电信信息化部</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>571885ea45ce00977366da9105a.jpg</td>\n",
       "      <td>871518775391643a04bdffecc9c81011</td>\n",
       "      <td>中数通信息</td>\n",
       "      <td>5bfea3d874719d2aa34c9d1703a.png</td>\n",
       "      <td>1103040.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>运营商/增值服务</td>\n",
       "      <td>https://www.liepin.com/company/1103040/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22jobId%22%3A%2250965433%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>50965433</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230414103329</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22jobId%22%3A%2255703639%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...</td>\n",
       "      <td>55703639</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230228112317</td>\n",
       "      <td>自动驾驶产品经理（PM）</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>7da08eb2dc102f58400ecda04a611db0</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22jobId%22%3A%2255703543%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...</td>\n",
       "      <td>[平台产品, 数据产品, 客户端产品, 策略产品, 产品优化, 用户研究, 产品规划, 需求...</td>\n",
       "      <td>55703543</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230228112317</td>\n",
       "      <td>自动驾驶工具产品经理（PM）</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>7da08eb2dc102f58400ecda04a611db0</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22jobId%22%3A%2244053277%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...</td>\n",
       "      <td>[定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...</td>\n",
       "      <td>44053277</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230413094418</td>\n",
       "      <td>产品经理/Product Manager</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5cb81b959fae687d43164cca03u.jpg</td>\n",
       "      <td>1ddf52f28236620a73d520f2e8bd293b</td>\n",
       "      <td>某广州大型机械/设备公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22jobId%22%3A%2257679297%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...</td>\n",
       "      <td>[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]</td>\n",
       "      <td>57679297</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>74207202b9a1882cbe061eb681f898fc</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22jobId%22%3A%2256689685%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"f08748e81b3b0757d734fc6b171fa589\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>56689685</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230303234707</td>\n",
       "      <td>Product Sales Manager MR 产品销售经理 广州</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>f08748e81b3b0757d734fc6b171fa589</td>\n",
       "      <td>西门子医疗系统</td>\n",
       "      <td>5c0dfd9f570cb120f184080203u.jpg</td>\n",
       "      <td>8916227.0</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/8916227/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22jobId%22%3A%2257270007%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"e1f6f5d863e248b1fa8b08c8dbd02957\",\"...</td>\n",
       "      <td>[数据产品, 中台产品, 产品优化, 产品设计, 需求分析, 用户研究, 数据分析]</td>\n",
       "      <td>57270007</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230413150830</td>\n",
       "      <td>产品经理（系统端）</td>\n",
       "      <td>14-18k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>e1f6f5d863e248b1fa8b08c8dbd02957</td>\n",
       "      <td>全民钱包</td>\n",
       "      <td>5ef856aa543a971969df89b903u.jpg</td>\n",
       "      <td>12219769.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>https://www.liepin.com/company/12219769/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22jobId%22%3A%2257794503%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...</td>\n",
       "      <td>57794503</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230414103329</td>\n",
       "      <td>助理产品经理（化妆品原料）/APM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22jobId%22%3A%2244113675%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"ef813c13d17ddf72662825202deeb056\",\"...</td>\n",
       "      <td>[web端产品]</td>\n",
       "      <td>44113675</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230306145244</td>\n",
       "      <td>AI应用产品经理/港资企业正编/双休WLB</td>\n",
       "      <td>15-24k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>62c6abbf1551f613ff3fa49a08u.png</td>\n",
       "      <td>ef813c13d17ddf72662825202deeb056</td>\n",
       "      <td>某国内大型食品/饮料/日化公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22jobId%22%3A%2257001973%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"...</td>\n",
       "      <td>[to C, 电子商务, 消费品]</td>\n",
       "      <td>57001973</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230412111136</td>\n",
       "      <td>eWMS产品经理</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>63a9534728c57209b0f4aa0505u.png</td>\n",
       "      <td>f7de5de3cbf7fd89b9bfda7f445931e2</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>873330.0</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>日化</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22jobId%22%3A%2257223711%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...</td>\n",
       "      <td>[硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...</td>\n",
       "      <td>57223711</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230412190939</td>\n",
       "      <td>自动驾驶（硬件）产品经理</td>\n",
       "      <td>25-50k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>63a46574fd38b10039f0b94b05u.png</td>\n",
       "      <td>1147dd557533b4567e1472c76bc04ebd</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22jobId%22%3A%2257632745%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"fcbe20e241c3fb89f50e0e7d6db6b154\",\"...</td>\n",
       "      <td>[广告产品, 广告行业, 团队管理]</td>\n",
       "      <td>57632745</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230413070420</td>\n",
       "      <td>高级跨境产品经理（Yep品牌）</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>fcbe20e241c3fb89f50e0e7d6db6b154</td>\n",
       "      <td>广州麦优网络科技有限公司</td>\n",
       "      <td>62fc68011daaa21b59c94d3305u.png</td>\n",
       "      <td>7891491.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>https://www.liepin.com/company/7891491/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22jobId%22%3A%2243492441%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"b61494f006ea807945c2c8b358b10fa1\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>43492441</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230412101855</td>\n",
       "      <td>产品销售经理-广州</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8fa3bdea60860b75385c7e08u.png</td>\n",
       "      <td>b61494f006ea807945c2c8b358b10fa1</td>\n",
       "      <td>某上海大型医疗器械公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22jobId%22%3A%2256876529%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>56876529</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230414113305</td>\n",
       "      <td>Automation Product Manager</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>57a52ed73fed146b4c632be0178bfd3f</td>\n",
       "      <td>丹纳赫</td>\n",
       "      <td>5952237b7032381b6822192505a.jpg</td>\n",
       "      <td>8506529.0</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/8506529/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22jobId%22%3A%2244978805%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...</td>\n",
       "      <td>[to C]</td>\n",
       "      <td>44978805</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230413114524</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>62f7aab56555120790d6013103u.png</td>\n",
       "      <td>ec2448066ad5cdf94f25083a3243b675</td>\n",
       "      <td>某广州大型食品/饮料/酒水公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22jobId%22%3A%2257157157%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...</td>\n",
       "      <td>[泌尿外科]</td>\n",
       "      <td>57157157</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230321153342</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>25-30k·14薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>22ab2b1a88769c3259935c280d474240</td>\n",
       "      <td>康方生物</td>\n",
       "      <td>5bfe916674719d35745ad29703a.png</td>\n",
       "      <td>8275623.0</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22jobId%22%3A%2248604689%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"09129a3bc6f13614e4e32c50af3d5f75\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>48604689</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230301100715</td>\n",
       "      <td>助理产品经理</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>09129a3bc6f13614e4e32c50af3d5f75</td>\n",
       "      <td>索恩照明(广州)有限公司</td>\n",
       "      <td>60b831ef7cc07936e59f518306u.png</td>\n",
       "      <td>12773635.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>仪器仪表</td>\n",
       "      <td>https://www.liepin.com/company/12773635/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22jobId%22%3A%2244709427%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"4df980208f61abaa845b1031e141f2ce\",\"...</td>\n",
       "      <td>[软件开发]</td>\n",
       "      <td>44709427</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230324111137</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>25-35k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>62805e7707a1d17a9af2abd001u.jpg</td>\n",
       "      <td>4df980208f61abaa845b1031e141f2ce</td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22jobId%22%3A%2256295007%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...</td>\n",
       "      <td>[平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...</td>\n",
       "      <td>56295007</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230221094711</td>\n",
       "      <td>产品经理（企业数字化转型）</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>ed79e9abb562c2c2e3f3af8aab9ad0d7</td>\n",
       "      <td>润建股份</td>\n",
       "      <td>5cc116c89fae687d43343d7308u.png</td>\n",
       "      <td>7863327.0</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>https://www.liepin.com/company/7863327/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22jobId%22%3A%2230477665%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...</td>\n",
       "      <td>[b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...</td>\n",
       "      <td>30477665</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230413103006</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>18-40k·14薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>8d90c26ed477481c5bfe988e1b72f121</td>\n",
       "      <td>即能科技(广州)有限公司</td>\n",
       "      <td>59dc78457832e11b880f044c05a.png</td>\n",
       "      <td>9283329.0</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/9283329/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22jobId%22%3A%2245187159%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...</td>\n",
       "      <td>[化妆品, 消费品, 产品开发]</td>\n",
       "      <td>45187159</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230411142619</td>\n",
       "      <td>Assistant Product Manager / Product Manager</td>\n",
       "      <td>18-30k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6100c9081d756a75997a266703u.jpg</td>\n",
       "      <td>375a1dfe17607510a0693c119d820cfb</td>\n",
       "      <td>某国内大型日化公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>日化</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22jobId%22%3A%2243037645%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>43037645</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20210913204744</td>\n",
       "      <td>数码产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>80a35acbf6b5573c5c8cd7b9f6ba8101</td>\n",
       "      <td>汇丰软件</td>\n",
       "      <td>5bfe92c174719d9f609a7b9603a.png</td>\n",
       "      <td>2664546.0</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/2664546/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22jobId%22%3A%2235923437%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>35923437</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20220319162445</td>\n",
       "      <td>产品经理（工业消洗产品）</td>\n",
       "      <td>12-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>7f371db882206fccd2bdf1809a52d3e6</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22jobId%22%3A%2250466807%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...</td>\n",
       "      <td>[商品管理, 产品企划, 商品运营]</td>\n",
       "      <td>50466807</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221116184947</td>\n",
       "      <td>产品经理-产品企划（鞋类）(J13091)</td>\n",
       "      <td>14-28k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>3466dbf14ff3a1923d3d8a2c8cd5b370</td>\n",
       "      <td>斯凯奇中国</td>\n",
       "      <td>628c584cb244352e0e92248608u.png</td>\n",
       "      <td>13032765.0</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22jobId%22%3A%2255829685%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>55829685</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230206112123</td>\n",
       "      <td>产品经理-产品企划(J13606)</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>308332da68f592edf82050c4b8bff969</td>\n",
       "      <td>斯凯奇中国</td>\n",
       "      <td>628c584cb244352e0e92248608u.png</td>\n",
       "      <td>13032765.0</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22jobId%22%3A%2245253831%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"a94c79b32e2ac4b0b0a633f2b1b00a0c\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>45253831</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230413092954</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>606ff339fd3cfa235c8a104e02u.png</td>\n",
       "      <td>a94c79b32e2ac4b0b0a633f2b1b00a0c</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22jobId%22%3A%2248554057%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...</td>\n",
       "      <td>[生物工程, 试剂, 微生物研究, 制药企业, 生物企业]</td>\n",
       "      <td>48554057</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230411104123</td>\n",
       "      <td>微生物检测产品经理（制药或食品行业方向）</td>\n",
       "      <td>15-20k·20薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>0f80a6460fa3a5f3c33c5fd0dac95307</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22jobId%22%3A%2254145433%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"cd24cb737616cf6b537f73a32e6c2ba3\",\"...</td>\n",
       "      <td>[供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]</td>\n",
       "      <td>54145433</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230414104936</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>cd24cb737616cf6b537f73a32e6c2ba3</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>873330.0</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>日化</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22jobId%22%3A%2250173893%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"a3c89b1765f955f21481c55033648d88\",\"...</td>\n",
       "      <td>[PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]</td>\n",
       "      <td>50173893</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230324093022</td>\n",
       "      <td>PM</td>\n",
       "      <td>17-30k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>a3c89b1765f955f21481c55033648d88</td>\n",
       "      <td>上海华钦信息科技股份有限公司</td>\n",
       "      <td>59029b747032a701b89b8b7a04a.jpg</td>\n",
       "      <td>8598051.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/8598051/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22jobId%22%3A%2257403583%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...</td>\n",
       "      <td>[CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...</td>\n",
       "      <td>57403583</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230329180701</td>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td>11-22k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>601baaab60c8320221e3c1d902u.png</td>\n",
       "      <td>77ca96ebd1c0d4c9b55b81912526b943</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>5ed700f4ec4db462f82e4ddf01u.png</td>\n",
       "      <td>8361671.0</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8361671/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22jobId%22%3A%2243309883%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"7829c0aa95f568cada116b3e040ec67e\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>43309883</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230208175714</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>62fe2d4a95ee1c041432be7a05u.jpg</td>\n",
       "      <td>7829c0aa95f568cada116b3e040ec67e</td>\n",
       "      <td>某广州大型食品/饮料/酒水公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22jobId%22%3A%2255992453%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...</td>\n",
       "      <td>[品牌策划]</td>\n",
       "      <td>55992453</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230412154954</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>71e39b9fa38c7913909ac669ef10aa84</td>\n",
       "      <td>嫚熙控股(广州)有限公司</td>\n",
       "      <td>5f30a76e556e7a7b1280cc3006u.png</td>\n",
       "      <td>9660700.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/9660700/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22jobId%22%3A%2245177357%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>45177357</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230413101755</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>47227c6fbfcd952686963be95b15422d</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>日化</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22jobId%22%3A%2223154709%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>23154709</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20200728103437</td>\n",
       "      <td>数字营销PM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22jobId%22%3A%2248905275%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>48905275</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20220928174530</td>\n",
       "      <td>项目发行PM（二次元） (MJ000855)</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>69bf0604ae10eb243f03c06e2c7db374</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>5ff42565bebf7311a41e860005u.png</td>\n",
       "      <td>803274.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>游戏</td>\n",
       "      <td>https://www.liepin.com/company/803274/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22jobId%22%3A%2246626189%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"ffb961ad0561780d685123d92072146b\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>46626189</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20220215115047</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>8-16k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>ffb961ad0561780d685123d92072146b</td>\n",
       "      <td>贝兰格投资咨询(广州)有限公司</td>\n",
       "      <td>612f1b02303e5d0d667cd9bb06u.png</td>\n",
       "      <td>12912133.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>咨询服务</td>\n",
       "      <td>https://www.liepin.com/company/12912133/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22jobId%22%3A%2225415919%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>25415919</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20210615114605</td>\n",
       "      <td>活动PM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22jobId%22%3A%2257326451%22%2C%22jobKind%2...   \n",
       "1   %7B%22jobId%22%3A%2255739849%22%2C%22jobKind%2...   \n",
       "2   %7B%22jobId%22%3A%2257754271%22%2C%22jobKind%2...   \n",
       "3   %7B%22jobId%22%3A%2250965433%22%2C%22jobKind%2...   \n",
       "4   %7B%22jobId%22%3A%2255703639%22%2C%22jobKind%2...   \n",
       "5   %7B%22jobId%22%3A%2255703543%22%2C%22jobKind%2...   \n",
       "6   %7B%22jobId%22%3A%2244053277%22%2C%22jobKind%2...   \n",
       "7   %7B%22jobId%22%3A%2257679297%22%2C%22jobKind%2...   \n",
       "8   %7B%22jobId%22%3A%2256689685%22%2C%22jobKind%2...   \n",
       "9   %7B%22jobId%22%3A%2257270007%22%2C%22jobKind%2...   \n",
       "10  %7B%22jobId%22%3A%2257794503%22%2C%22jobKind%2...   \n",
       "11  %7B%22jobId%22%3A%2244113675%22%2C%22jobKind%2...   \n",
       "12  %7B%22jobId%22%3A%2257001973%22%2C%22jobKind%2...   \n",
       "13  %7B%22jobId%22%3A%2257223711%22%2C%22jobKind%2...   \n",
       "14  %7B%22jobId%22%3A%2257632745%22%2C%22jobKind%2...   \n",
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       "16  %7B%22jobId%22%3A%2256876529%22%2C%22jobKind%2...   \n",
       "17  %7B%22jobId%22%3A%2244978805%22%2C%22jobKind%2...   \n",
       "18  %7B%22jobId%22%3A%2257157157%22%2C%22jobKind%2...   \n",
       "19  %7B%22jobId%22%3A%2248604689%22%2C%22jobKind%2...   \n",
       "20  %7B%22jobId%22%3A%2244709427%22%2C%22jobKind%2...   \n",
       "21  %7B%22jobId%22%3A%2256295007%22%2C%22jobKind%2...   \n",
       "22  %7B%22jobId%22%3A%2230477665%22%2C%22jobKind%2...   \n",
       "23  %7B%22jobId%22%3A%2245187159%22%2C%22jobKind%2...   \n",
       "24  %7B%22jobId%22%3A%2243037645%22%2C%22jobKind%2...   \n",
       "25  %7B%22jobId%22%3A%2235923437%22%2C%22jobKind%2...   \n",
       "26  %7B%22jobId%22%3A%2250466807%22%2C%22jobKind%2...   \n",
       "27  %7B%22jobId%22%3A%2255829685%22%2C%22jobKind%2...   \n",
       "28  %7B%22jobId%22%3A%2245253831%22%2C%22jobKind%2...   \n",
       "29  %7B%22jobId%22%3A%2248554057%22%2C%22jobKind%2...   \n",
       "30  %7B%22jobId%22%3A%2254145433%22%2C%22jobKind%2...   \n",
       "31  %7B%22jobId%22%3A%2250173893%22%2C%22jobKind%2...   \n",
       "32  %7B%22jobId%22%3A%2257403583%22%2C%22jobKind%2...   \n",
       "33  %7B%22jobId%22%3A%2243309883%22%2C%22jobKind%2...   \n",
       "34  %7B%22jobId%22%3A%2255992453%22%2C%22jobKind%2...   \n",
       "35  %7B%22jobId%22%3A%2245177357%22%2C%22jobKind%2...   \n",
       "36  %7B%22jobId%22%3A%2223154709%22%2C%22jobKind%2...   \n",
       "37  %7B%22jobId%22%3A%2248905275%22%2C%22jobKind%2...   \n",
       "38  %7B%22jobId%22%3A%2246626189%22%2C%22jobKind%2...   \n",
       "39  %7B%22jobId%22%3A%2225415919%22%2C%22jobKind%2...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"userId\":\"7f4e7e8ef7261892f9139596f2e1a7af\",\"...   \n",
       "1   {\"userId\":\"e1f6f5d863e248b1fa8b08c8dbd02957\",\"...   \n",
       "2   {\"userId\":\"871518775391643a04bdffecc9c81011\",\"...   \n",
       "3   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       "4   {\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...   \n",
       "5   {\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...   \n",
       "6   {\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...   \n",
       "7   {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   \n",
       "8   {\"userId\":\"f08748e81b3b0757d734fc6b171fa589\",\"...   \n",
       "9   {\"userId\":\"e1f6f5d863e248b1fa8b08c8dbd02957\",\"...   \n",
       "10  {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       "11  {\"userId\":\"ef813c13d17ddf72662825202deeb056\",\"...   \n",
       "12  {\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"...   \n",
       "13  {\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...   \n",
       "14  {\"userId\":\"fcbe20e241c3fb89f50e0e7d6db6b154\",\"...   \n",
       "15  {\"userId\":\"b61494f006ea807945c2c8b358b10fa1\",\"...   \n",
       "16  {\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...   \n",
       "17  {\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...   \n",
       "18  {\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...   \n",
       "19  {\"userId\":\"09129a3bc6f13614e4e32c50af3d5f75\",\"...   \n",
       "20  {\"userId\":\"4df980208f61abaa845b1031e141f2ce\",\"...   \n",
       "21  {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...   \n",
       "22  {\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...   \n",
       "23  {\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...   \n",
       "24  {\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...   \n",
       "25  {\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...   \n",
       "26  {\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...   \n",
       "27  {\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...   \n",
       "28  {\"userId\":\"a94c79b32e2ac4b0b0a633f2b1b00a0c\",\"...   \n",
       "29  {\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...   \n",
       "30  {\"userId\":\"cd24cb737616cf6b537f73a32e6c2ba3\",\"...   \n",
       "31  {\"userId\":\"a3c89b1765f955f21481c55033648d88\",\"...   \n",
       "32  {\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...   \n",
       "33  {\"userId\":\"7829c0aa95f568cada116b3e040ec67e\",\"...   \n",
       "34  {\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...   \n",
       "35  {\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...   \n",
       "36  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       "37  {\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...   \n",
       "38  {\"userId\":\"ffb961ad0561780d685123d92072146b\",\"...   \n",
       "39  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       "\n",
       "                                           job.labels job.jobId job.jobKind  \\\n",
       "0      [AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]  57326451           2   \n",
       "1       [财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]  55739849           2   \n",
       "2    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]  57754271           2   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433           2   \n",
       "4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...  55703639           2   \n",
       "5   [平台产品, 数据产品, 客户端产品, 策略产品, 产品优化, 用户研究, 产品规划, 需求...  55703543           2   \n",
       "6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...  44053277           1   \n",
       "7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]  57679297           2   \n",
       "8                                                  []  56689685           2   \n",
       "9          [数据产品, 中台产品, 产品优化, 产品设计, 需求分析, 用户研究, 数据分析]  57270007           2   \n",
       "10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  57794503           2   \n",
       "11                                           [web端产品]  44113675           1   \n",
       "12                                  [to C, 电子商务, 消费品]  57001973           2   \n",
       "13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...  57223711           2   \n",
       "14                                 [广告产品, 广告行业, 团队管理]  57632745           2   \n",
       "15                                                 []  43492441           1   \n",
       "16                                                 []  56876529           2   \n",
       "17                                             [to C]  44978805           1   \n",
       "18                                             [泌尿外科]  57157157           2   \n",
       "19                                                 []  48604689           2   \n",
       "20                                             [软件开发]  44709427           1   \n",
       "21  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  56295007           2   \n",
       "22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  30477665           2   \n",
       "23                                   [化妆品, 消费品, 产品开发]  45187159           1   \n",
       "24                                                 []  43037645           2   \n",
       "25                                                 []  35923437           2   \n",
       "26                                 [商品管理, 产品企划, 商品运营]  50466807           2   \n",
       "27                                                 []  55829685           2   \n",
       "28                                                 []  45253831           1   \n",
       "29                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  48554057           2   \n",
       "30              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]  54145433           2   \n",
       "31                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]  50173893           2   \n",
       "32  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...  57403583           2   \n",
       "33                                                 []  43309883           1   \n",
       "34                                             [品牌策划]  55992453           2   \n",
       "35                                 [市场营销, 产品管理, 产品开发]  45177357           1   \n",
       "36                                                 []  23154709           2   \n",
       "37                                [产品优化, 二次元在研, 项目管理]  48905275           2   \n",
       "38                                                 []  46626189           2   \n",
       "39                                             [增长产品]  25415919           2   \n",
       "\n",
       "    job.topJob job.refreshTime                                     job.title  \\\n",
       "0         True  20230412110555                                        IT产品经理   \n",
       "1         True  20230413150830                                        支付产品经理   \n",
       "2         True  20230412172946                                   产品经理-电信信息化部   \n",
       "3        False  20230414103329                   产品经理（化妆品原料）/Product Manager   \n",
       "4        False  20230228112317                                  自动驾驶产品经理（PM）   \n",
       "5        False  20230228112317                                自动驾驶工具产品经理（PM）   \n",
       "6        False  20230413094418                          产品经理/Product Manager   \n",
       "7        False  20230410215438                           产品经理Product Manager   \n",
       "8        False  20230303234707            Product Sales Manager MR 产品销售经理 广州   \n",
       "9        False  20230413150830                                     产品经理（系统端）   \n",
       "10       False  20230414103329                             助理产品经理（化妆品原料）/APM   \n",
       "11       False  20230306145244                         AI应用产品经理/港资企业正编/双休WLB   \n",
       "12       False  20230412111136                                      eWMS产品经理   \n",
       "13       False  20230412190939                                  自动驾驶（硬件）产品经理   \n",
       "14       False  20230413070420                               高级跨境产品经理（Yep品牌）   \n",
       "15       False  20230412101855                                     产品销售经理-广州   \n",
       "16       False  20230414113305                    Automation Product Manager   \n",
       "17       False  20230413114524                          eWMS Product Manager   \n",
       "18       False  20230321153342                                        医药产品经理   \n",
       "19       False  20230301100715                                        助理产品经理   \n",
       "20       False  20230324111137                                          产品经理   \n",
       "21       False  20230221094711                                 产品经理（企业数字化转型）   \n",
       "22       False  20230413103006                                          产品经理   \n",
       "23       False  20230411142619  Assistant Product Manager / Product Manager    \n",
       "24       False  20210913204744                                        数码产品经理   \n",
       "25       False  20220319162445                                  产品经理（工业消洗产品）   \n",
       "26       False  20221116184947                         产品经理-产品企划（鞋类）(J13091)   \n",
       "27       False  20230206112123                             产品经理-产品企划(J13606)   \n",
       "28       False  20230413092954                                          产品经理   \n",
       "29       False  20230411104123                          微生物检测产品经理（制药或食品行业方向）   \n",
       "30       False  20230414104936                          eWMS Product Manager   \n",
       "31       False  20230324093022                                            PM   \n",
       "32       False  20230329180701                        CRM实施顾问&项目经理PM(J12971)   \n",
       "33       False  20230208175714                               Product Manager   \n",
       "34       False  20230412154954                                        产品策划经理   \n",
       "35       False  20230413101755                              Product Manager    \n",
       "36       False  20200728103437                                        数字营销PM   \n",
       "37       False  20220928174530                        项目发行PM（二次元） (MJ000855)   \n",
       "38       False  20220215115047                               Product Manager   \n",
       "39       False  20210615114605                                          活动PM   \n",
       "\n",
       "    job.salary  job.dq  ... recruiter.imUserType  \\\n",
       "0       20-26k  广州-越秀区  ...                    2   \n",
       "1       15-20k  广州-天河区  ...                    2   \n",
       "2    8-12k·13薪  广州-天河区  ...                    2   \n",
       "3         薪资面议  广州-天河区  ...                    2   \n",
       "4       25-35k  广州-海珠区  ...                    2   \n",
       "5       25-35k  广州-海珠区  ...                    2   \n",
       "6       20-30k      广州  ...                    2   \n",
       "7       20-25k  广州-番禺区  ...                    2   \n",
       "8         薪资面议  广州-越秀区  ...                    2   \n",
       "9       14-18k  广州-天河区  ...                    2   \n",
       "10        薪资面议  广州-天河区  ...                    2   \n",
       "11  15-24k·13薪  广州-白云区  ...                    2   \n",
       "12  20-40k·14薪  广州-天河区  ...                    2   \n",
       "13  25-50k·15薪      广州  ...                    2   \n",
       "14      25-35k      广州  ...                    2   \n",
       "15  20-40k·16薪      广州  ...                    2   \n",
       "16  20-40k·13薪  广州-天河区  ...                    2   \n",
       "17  20-40k·15薪      广州  ...                    2   \n",
       "18  25-30k·14薪  广州-越秀区  ...                    2   \n",
       "19  15-25k·13薪  广州-黄埔区  ...                    2   \n",
       "20  25-35k·14薪      广州  ...                    2   \n",
       "21       6-10k  广州-天河区  ...                    2   \n",
       "22  18-40k·14薪  广州-越秀区  ...                    2   \n",
       "23  18-30k·13薪      广州  ...                    2   \n",
       "24        薪资面议      广州  ...                    2   \n",
       "25      12-30k      广州  ...                    2   \n",
       "26  14-28k·16薪  广州-天河区  ...                    2   \n",
       "27      15-25k  广州-天河区  ...                    2   \n",
       "28      20-30k      广州  ...                    2   \n",
       "29  15-20k·20薪  广州-黄埔区  ...                    2   \n",
       "30        薪资面议  广州-天河区  ...                    2   \n",
       "31  17-30k·13薪  广州-天河区  ...                    2   \n",
       "32      11-22k  广州-番禺区  ...                    2   \n",
       "33  30-40k·13薪  广州-天河区  ...                    2   \n",
       "34      15-25k  广州-白云区  ...                    2   \n",
       "35      25-30k      广州  ...                    2   \n",
       "36        薪资面议  广州-天河区  ...                    2   \n",
       "37  20-28k·13薪  广州-天河区  ...                    2   \n",
       "38   8-16k·13薪  广州-天河区  ...                    2   \n",
       "39        薪资面议      广州  ...                    2   \n",
       "\n",
       "            recruiter.recruiterPhoto             recruiter.recruiterId  \\\n",
       "0    5f8f9865ea60860b75384fa508u.jpg  7f4e7e8ef7261892f9139596f2e1a7af   \n",
       "1    5f8f9868f6d1ab58476f24a008u.jpg  e1f6f5d863e248b1fa8b08c8dbd02957   \n",
       "2    571885ea45ce00977366da9105a.jpg  871518775391643a04bdffecc9c81011   \n",
       "3    5f8f98648dbe6273dcf8515508u.jpg  14799e1bef289c70aa9b550257de7ea8   \n",
       "4    5f8f986bdfb13a7dee342f2108u.jpg  7da08eb2dc102f58400ecda04a611db0   \n",
       "5    5f8f986bdfb13a7dee342f2108u.jpg  7da08eb2dc102f58400ecda04a611db0   \n",
       "6    5cb81b959fae687d43164cca03u.jpg  1ddf52f28236620a73d520f2e8bd293b   \n",
       "7    5f8f9863f6d1ab58476f246a08u.jpg  74207202b9a1882cbe061eb681f898fc   \n",
       "8    5f8f98648dbe6273dcf8515508u.jpg  f08748e81b3b0757d734fc6b171fa589   \n",
       "9    5f8f9868f6d1ab58476f24a008u.jpg  e1f6f5d863e248b1fa8b08c8dbd02957   \n",
       "10   5f8f98648dbe6273dcf8515508u.jpg  14799e1bef289c70aa9b550257de7ea8   \n",
       "11   62c6abbf1551f613ff3fa49a08u.png  ef813c13d17ddf72662825202deeb056   \n",
       "12   63a9534728c57209b0f4aa0505u.png  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       "13   63a46574fd38b10039f0b94b05u.png  1147dd557533b4567e1472c76bc04ebd   \n",
       "14   5f8f986c79c7cc70efbf36c808u.jpg  fcbe20e241c3fb89f50e0e7d6db6b154   \n",
       "15   5f8fa3bdea60860b75385c7e08u.png  b61494f006ea807945c2c8b358b10fa1   \n",
       "16   5f8f98648dbe6273dcf8515508u.jpg  57a52ed73fed146b4c632be0178bfd3f   \n",
       "17   62f7aab56555120790d6013103u.png  ec2448066ad5cdf94f25083a3243b675   \n",
       "18   5f8f986aea60860b75384fab08u.jpg  22ab2b1a88769c3259935c280d474240   \n",
       "19   5f8f9865ea60860b75384fa508u.jpg  09129a3bc6f13614e4e32c50af3d5f75   \n",
       "20   62805e7707a1d17a9af2abd001u.jpg  4df980208f61abaa845b1031e141f2ce   \n",
       "21   5f8f9868f6d1ab58476f24a008u.jpg  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       "22   5f8f9865ea60860b75384fa508u.jpg  8d90c26ed477481c5bfe988e1b72f121   \n",
       "23   6100c9081d756a75997a266703u.jpg  375a1dfe17607510a0693c119d820cfb   \n",
       "24   5f8f986aea60860b75384fab08u.jpg  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       "25   5f8f9863f6d1ab58476f246a08u.jpg  7f371db882206fccd2bdf1809a52d3e6   \n",
       "26   5f8f9868f6d1ab58476f24a008u.jpg  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       "27   5f8f98648dbe6273dcf8515508u.jpg  308332da68f592edf82050c4b8bff969   \n",
       "28   606ff339fd3cfa235c8a104e02u.png  a94c79b32e2ac4b0b0a633f2b1b00a0c   \n",
       "29   5f8f98648dbe6273dcf8515508u.jpg  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       "30   5f8f986aea60860b75384fab08u.jpg  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       "31   5f8f9863f6d1ab58476f246a08u.jpg  a3c89b1765f955f21481c55033648d88   \n",
       "32   601baaab60c8320221e3c1d902u.png  77ca96ebd1c0d4c9b55b81912526b943   \n",
       "33   62fe2d4a95ee1c041432be7a05u.jpg  7829c0aa95f568cada116b3e040ec67e   \n",
       "34   5f8f9868f6d1ab58476f24a008u.jpg  71e39b9fa38c7913909ac669ef10aa84   \n",
       "35  6321be3095ee1c04143439eb01u.jpeg  47227c6fbfcd952686963be95b15422d   \n",
       "36   5f8f9863f6d1ab58476f246a08u.jpg  e8c70da123d6c7e1efcb8675c412f368   \n",
       "37   5f8f986779c7cc70efbf36c008u.jpg  69bf0604ae10eb243f03c06e2c7db374   \n",
       "38   5f8f986bdfb13a7dee342f2108u.jpg  ffb961ad0561780d685123d92072146b   \n",
       "39   5f8f9863f6d1ab58476f246a08u.jpg  e8c70da123d6c7e1efcb8675c412f368   \n",
       "\n",
       "      comp.compName                    comp.compLogo comp.compId  \\\n",
       "0      时代中国控股集团有限公司  5bfe97f674719df0ac99562403a.png   2250604.0   \n",
       "1              全民钱包  5ef856aa543a971969df89b903u.jpg  12219769.0   \n",
       "2             中数通信息  5bfea3d874719d2aa34c9d1703a.png   1103040.0   \n",
       "3              仙婷集团  6274ee6d04a5ff469b10880402u.png   8112968.0   \n",
       "4        文远知行WeRide  60a497de907306298575785f03u.png   9491766.0   \n",
       "5        文远知行WeRide  60a497de907306298575785f03u.png   9491766.0   \n",
       "6      某广州大型机械/设备公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "7    广州市新目标电子商务有限公司  61b07937d0458d53c627567e02u.jpg  13315477.0   \n",
       "8           西门子医疗系统  5c0dfd9f570cb120f184080203u.jpg   8916227.0   \n",
       "9              全民钱包  5ef856aa543a971969df89b903u.jpg  12219769.0   \n",
       "10             仙婷集团  6274ee6d04a5ff469b10880402u.png   8112968.0   \n",
       "11  某国内大型食品/饮料/日化公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "12         广州宝洁有限公司  54d1e9c6712e7147fd813b3801a.png    873330.0   \n",
       "13       文远知行WeRide  60a497de907306298575785f03u.png   9491766.0   \n",
       "14     广州麦优网络科技有限公司  62fc68011daaa21b59c94d3305u.png   7891491.0   \n",
       "15      某上海大型医疗器械公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "16              丹纳赫  5952237b7032381b6822192505a.jpg   8506529.0   \n",
       "17  某广州大型食品/饮料/酒水公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "18             康方生物  5bfe916674719d35745ad29703a.png   8275623.0   \n",
       "19     索恩照明(广州)有限公司  60b831ef7cc07936e59f518306u.png  12773635.0   \n",
       "20         某广州互联网公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "21             润建股份  5cc116c89fae687d43343d7308u.png   7863327.0   \n",
       "22     即能科技(广州)有限公司  59dc78457832e11b880f044c05a.png   9283329.0   \n",
       "23        某国内大型日化公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "24             汇丰软件  5bfe92c174719d9f609a7b9603a.png   2664546.0   \n",
       "25    广东环凯微生物科技有限公司  5bfe8edd74719d35745a548603a.png   7932064.0   \n",
       "26            斯凯奇中国  628c584cb244352e0e92248608u.png  13032765.0   \n",
       "27            斯凯奇中国  628c584cb244352e0e92248608u.png  13032765.0   \n",
       "28        某广州IT服务公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "29    广东环凯微生物科技有限公司  5bfe8edd74719d35745a548603a.png   7932064.0   \n",
       "30         广州宝洁有限公司  54d1e9c6712e7147fd813b3801a.png    873330.0   \n",
       "31   上海华钦信息科技股份有限公司  59029b747032a701b89b8b7a04a.jpg   8598051.0   \n",
       "32   上海汉得信息技术股份有限公司  5ed700f4ec4db462f82e4ddf01u.png   8361671.0   \n",
       "33  某广州大型食品/饮料/酒水公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "34     嫚熙控股(广州)有限公司  5f30a76e556e7a7b1280cc3006u.png   9660700.0   \n",
       "35       某国内大型快消品公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "36        恩梯梯数据(中国)  5bfea15d74719d2aa34c24f803a.png   6629285.0   \n",
       "37             广州百田  5ff42565bebf7311a41e860005u.png    803274.0   \n",
       "38  贝兰格投资咨询(广州)有限公司  612f1b02303e5d0d667cd9bb06u.png  12912133.0   \n",
       "39        恩梯梯数据(中国)  5bfea15d74719d2aa34c24f803a.png   6629285.0   \n",
       "\n",
       "   comp.compScale comp.compIndustry                                 comp.link  \\\n",
       "0     5000-10000人           房地产开发经营   https://www.liepin.com/company/2250604/   \n",
       "1        100-499人              科技金融  https://www.liepin.com/company/12219769/   \n",
       "2      1000-2000人          运营商/增值服务   https://www.liepin.com/company/1103040/   \n",
       "3          50-99人            贸易/进出口   https://www.liepin.com/company/8112968/   \n",
       "4        100-499人              人工智能   https://www.liepin.com/company/9491766/   \n",
       "5        100-499人              人工智能   https://www.liepin.com/company/9491766/   \n",
       "6        500-999人             机械/设备                                             \n",
       "7        100-499人              IT服务  https://www.liepin.com/company/13315477/   \n",
       "8     5000-10000人              医疗器械   https://www.liepin.com/company/8916227/   \n",
       "9        100-499人              科技金融  https://www.liepin.com/company/12219769/   \n",
       "10         50-99人            贸易/进出口   https://www.liepin.com/company/8112968/   \n",
       "11     2000-5000人          食品/饮料/酒水                                             \n",
       "12       10000人以上                日化    https://www.liepin.com/company/873330/   \n",
       "13       100-499人              人工智能   https://www.liepin.com/company/9491766/   \n",
       "14       100-499人              电子商务   https://www.liepin.com/company/7891491/   \n",
       "15       10000人以上              医疗器械                                             \n",
       "16    5000-10000人              医疗器械   https://www.liepin.com/company/8506529/   \n",
       "17       10000人以上          食品/饮料/酒水                                             \n",
       "18     2000-5000人                制药   https://www.liepin.com/company/8275623/   \n",
       "19       100-499人              仪器仪表  https://www.liepin.com/company/12773635/   \n",
       "20                              互联网                                             \n",
       "21    5000-10000人              通信设备   https://www.liepin.com/company/7863327/   \n",
       "22          1-49人            专业技术服务   https://www.liepin.com/company/9283329/   \n",
       "23     2000-5000人                日化                                             \n",
       "24     2000-5000人             计算机软件   https://www.liepin.com/company/2664546/   \n",
       "25       100-499人                制药   https://www.liepin.com/company/7932064/   \n",
       "26     2000-5000人          服装/纺织/皮革  https://www.liepin.com/company/13032765/   \n",
       "27     2000-5000人          服装/纺织/皮革  https://www.liepin.com/company/13032765/   \n",
       "28       100-499人              IT服务                                             \n",
       "29       100-499人                制药   https://www.liepin.com/company/7932064/   \n",
       "30       10000人以上                日化    https://www.liepin.com/company/873330/   \n",
       "31     1000-2000人             计算机软件   https://www.liepin.com/company/8598051/   \n",
       "32       10000人以上               互联网   https://www.liepin.com/company/8361671/   \n",
       "33    5000-10000人          食品/饮料/酒水                                             \n",
       "34     1000-2000人               互联网   https://www.liepin.com/company/9660700/   \n",
       "35     2000-5000人                日化                                             \n",
       "36     2000-5000人              IT服务   https://www.liepin.com/company/6629285/   \n",
       "37       500-999人                游戏    https://www.liepin.com/company/803274/   \n",
       "38         50-99人              咨询服务  https://www.liepin.com/company/12912133/   \n",
       "39     2000-5000人              IT服务   https://www.liepin.com/company/6629285/   \n",
       "\n",
       "    comp.compStage  \n",
       "0              NaN  \n",
       "1               其他  \n",
       "2              NaN  \n",
       "3              NaN  \n",
       "4               C轮  \n",
       "5               C轮  \n",
       "6            融资未公开  \n",
       "7              NaN  \n",
       "8              NaN  \n",
       "9               其他  \n",
       "10             NaN  \n",
       "11           融资未公开  \n",
       "12             NaN  \n",
       "13              C轮  \n",
       "14           融资未公开  \n",
       "15           融资未公开  \n",
       "16             NaN  \n",
       "17           融资未公开  \n",
       "18            港股上市  \n",
       "19             NaN  \n",
       "20             NaN  \n",
       "21          沪深A股上市  \n",
       "22             NaN  \n",
       "23           融资未公开  \n",
       "24              其他  \n",
       "25           融资未公开  \n",
       "26             NaN  \n",
       "27             NaN  \n",
       "28             NaN  \n",
       "29           融资未公开  \n",
       "30             NaN  \n",
       "31             NaN  \n",
       "32             已上市  \n",
       "33           融资未公开  \n",
       "34             NaN  \n",
       "35           融资未公开  \n",
       "36             NaN  \n",
       "37             已上市  \n",
       "38           融资未公开  \n",
       "39             NaN  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fa1588a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import copy\n",
    "payload_page = [] \n",
    "for i in range(10):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7b721a6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#批量存储数据\n",
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "97d23314",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                           dataParams  \\\n",
       " 0   {\"userId\":\"7f4e7e8ef7261892f9139596f2e1a7af\",\"...   \n",
       " 1   {\"userId\":\"fcbe20e241c3fb89f50e0e7d6db6b154\",\"...   \n",
       " 2   {\"userId\":\"e1f6f5d863e248b1fa8b08c8dbd02957\",\"...   \n",
       " 3   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 4   {\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...   \n",
       " 5   {\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...   \n",
       " 6   {\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...   \n",
       " 7   {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   \n",
       " 8   {\"userId\":\"f08748e81b3b0757d734fc6b171fa589\",\"...   \n",
       " 9   {\"userId\":\"e1f6f5d863e248b1fa8b08c8dbd02957\",\"...   \n",
       " 10  {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 11  {\"userId\":\"ef813c13d17ddf72662825202deeb056\",\"...   \n",
       " 12  {\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"...   \n",
       " 13  {\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...   \n",
       " 14  {\"userId\":\"871518775391643a04bdffecc9c81011\",\"...   \n",
       " 15  {\"userId\":\"b61494f006ea807945c2c8b358b10fa1\",\"...   \n",
       " 16  {\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...   \n",
       " 17  {\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...   \n",
       " 18  {\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...   \n",
       " 19  {\"userId\":\"09129a3bc6f13614e4e32c50af3d5f75\",\"...   \n",
       " 20  {\"userId\":\"4df980208f61abaa845b1031e141f2ce\",\"...   \n",
       " 21  {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...   \n",
       " 22  {\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...   \n",
       " 23  {\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...   \n",
       " 24  {\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...   \n",
       " 25  {\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...   \n",
       " 26  {\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...   \n",
       " 27  {\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...   \n",
       " 28  {\"userId\":\"a94c79b32e2ac4b0b0a633f2b1b00a0c\",\"...   \n",
       " 29  {\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...   \n",
       " 30  {\"userId\":\"cd24cb737616cf6b537f73a32e6c2ba3\",\"...   \n",
       " 31  {\"userId\":\"a3c89b1765f955f21481c55033648d88\",\"...   \n",
       " 32  {\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...   \n",
       " 33  {\"userId\":\"7829c0aa95f568cada116b3e040ec67e\",\"...   \n",
       " 34  {\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...   \n",
       " 35  {\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...   \n",
       " 36  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " 37  {\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...   \n",
       " 38  {\"userId\":\"ffb961ad0561780d685123d92072146b\",\"...   \n",
       " 39  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " \n",
       "                                            job.labels  job.topJob job.jobId  \\\n",
       " 0      [AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]        True  57326451   \n",
       " 1                                  [广告产品, 广告行业, 团队管理]        True  57632745   \n",
       " 2       [财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]        True  55739849   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...       False  50965433   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...       False  55703639   \n",
       " 5   [平台产品, 数据产品, 客户端产品, 策略产品, 产品优化, 用户研究, 产品规划, 需求...       False  55703543   \n",
       " 6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...       False  44053277   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]       False  57679297   \n",
       " 8                                                  []       False  56689685   \n",
       " 9          [数据产品, 中台产品, 产品优化, 产品设计, 需求分析, 用户研究, 数据分析]       False  57270007   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...       False  57794503   \n",
       " 11                                           [web端产品]       False  44113675   \n",
       " 12                                  [to C, 电子商务, 消费品]       False  57001973   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...       False  57223711   \n",
       " 14   [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]       False  57754271   \n",
       " 15                                                 []       False  43492441   \n",
       " 16                                                 []       False  56876529   \n",
       " 17                                             [to C]       False  44978805   \n",
       " 18                                             [泌尿外科]       False  57157157   \n",
       " 19                                                 []       False  48604689   \n",
       " 20                                             [软件开发]       False  44709427   \n",
       " 21  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...       False  56295007   \n",
       " 22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...       False  30477665   \n",
       " 23                                   [化妆品, 消费品, 产品开发]       False  45187159   \n",
       " 24                                                 []       False  43037645   \n",
       " 25                                                 []       False  35923437   \n",
       " 26                                 [商品管理, 产品企划, 商品运营]       False  50466807   \n",
       " 27                                                 []       False  55829685   \n",
       " 28                                                 []       False  45253831   \n",
       " 29                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]       False  48554057   \n",
       " 30              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]       False  54145433   \n",
       " 31                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]       False  50173893   \n",
       " 32  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...       False  57403583   \n",
       " 33                                                 []       False  43309883   \n",
       " 34                                             [品牌策划]       False  55992453   \n",
       " 35                                 [市场营销, 产品管理, 产品开发]       False  45177357   \n",
       " 36                                                 []       False  23154709   \n",
       " 37                                [产品优化, 二次元在研, 项目管理]       False  48905275   \n",
       " 38                                                 []       False  46626189   \n",
       " 39                                             [增长产品]       False  25415919   \n",
       " \n",
       "                                        job.title  job.advViewFlag job.jobKind  \\\n",
       " 0                                         IT产品经理             True           2   \n",
       " 1                                高级跨境产品经理（Yep品牌）             True           2   \n",
       " 2                                         支付产品经理             True           2   \n",
       " 3                    产品经理（化妆品原料）/Product Manager            False           2   \n",
       " 4                                   自动驾驶产品经理（PM）            False           2   \n",
       " 5                                 自动驾驶工具产品经理（PM）            False           2   \n",
       " 6                           产品经理/Product Manager            False           1   \n",
       " 7                            产品经理Product Manager            False           2   \n",
       " 8             Product Sales Manager MR 产品销售经理 广州            False           2   \n",
       " 9                                      产品经理（系统端）            False           2   \n",
       " 10                             助理产品经理（化妆品原料）/APM            False           2   \n",
       " 11                         AI应用产品经理/港资企业正编/双休WLB            False           1   \n",
       " 12                                      eWMS产品经理            False           2   \n",
       " 13                                  自动驾驶（硬件）产品经理            False           2   \n",
       " 14                                   产品经理-电信信息化部            False           2   \n",
       " 15                                     产品销售经理-广州            False           1   \n",
       " 16                    Automation Product Manager            False           2   \n",
       " 17                          eWMS Product Manager            False           1   \n",
       " 18                                        医药产品经理            False           2   \n",
       " 19                                        助理产品经理            False           2   \n",
       " 20                                          产品经理            False           1   \n",
       " 21                                 产品经理（企业数字化转型）            False           2   \n",
       " 22                                          产品经理            False           2   \n",
       " 23  Assistant Product Manager / Product Manager             False           1   \n",
       " 24                                        数码产品经理            False           2   \n",
       " 25                                  产品经理（工业消洗产品）            False           2   \n",
       " 26                         产品经理-产品企划（鞋类）(J13091)            False           2   \n",
       " 27                             产品经理-产品企划(J13606)            False           2   \n",
       " 28                                          产品经理            False           1   \n",
       " 29                          微生物检测产品经理（制药或食品行业方向）            False           2   \n",
       " 30                          eWMS Product Manager            False           2   \n",
       " 31                                            PM            False           2   \n",
       " 32                        CRM实施顾问&项目经理PM(J12971)            False           2   \n",
       " 33                               Product Manager            False           1   \n",
       " 34                                        产品策划经理            False           2   \n",
       " 35                              Product Manager             False           1   \n",
       " 36                                        数字营销PM            False           2   \n",
       " 37                        项目发行PM（二次元） (MJ000855)            False           2   \n",
       " 38                               Product Manager            False           2   \n",
       " 39                                          活动PM            False           2   \n",
       " \n",
       "     job.salary  job.dq  ...                    recruiter.imId  \\\n",
       " 0       20-26k  广州-越秀区  ...  5e5d95960f37ddf6882b84a174d57208   \n",
       " 1       25-35k      广州  ...  6e308ed6b5145fdb78f5885b11a76839   \n",
       " 2       15-20k  广州-天河区  ...  5fef31dd7c06e62a9ccf3dc45f6d7696   \n",
       " 3         薪资面议  广州-天河区  ...  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 4       25-35k  广州-海珠区  ...  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 5       25-35k  广州-海珠区  ...  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 6       20-30k      广州  ...  d874c5f87567784901ab80e4a8b96567   \n",
       " 7       20-25k  广州-番禺区  ...  c161b9ea744ffb27d0e00b26797bdaff   \n",
       " 8         薪资面议  广州-越秀区  ...  8595d9ba8d1a1a2d801c17c79e240538   \n",
       " 9       14-18k  广州-天河区  ...  5fef31dd7c06e62a9ccf3dc45f6d7696   \n",
       " 10        薪资面议  广州-天河区  ...  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 11  15-24k·13薪  广州-白云区  ...  7908151abdbef12e2efebeb7f272cb14   \n",
       " 12  20-40k·14薪  广州-天河区  ...  fadfc2ceb1f0029d4ad85438c465a917   \n",
       " 13  25-50k·15薪      广州  ...  6fa10ff6ea77d091528dabef14b76f2d   \n",
       " 14   8-12k·13薪  广州-天河区  ...  180268114ec479913eaad1f295204b5b   \n",
       " 15  20-40k·16薪      广州  ...  985c18edc2b4008b04612e645251413c   \n",
       " 16  20-40k·13薪  广州-天河区  ...  24c1cab13ef9bc2e801c17c79e240538   \n",
       " 17  20-40k·15薪      广州  ...  d9615c119bb132bd55a0b6511a508218   \n",
       " 18  25-30k·14薪  广州-越秀区  ...  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       " 19  15-25k·13薪  广州-黄埔区  ...  ef271aa98fbd8615613a615479ad0f1e   \n",
       " 20  25-35k·14薪      广州  ...  6576d39ac3d6a469337193710fe42056   \n",
       " 21       6-10k  广州-天河区  ...  beff7093463e459a613348042573671f   \n",
       " 22  18-40k·14薪  广州-越秀区  ...  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       " 23  18-30k·13薪      广州  ...  37476b87b3e233679f90a7bcfdb96d0e   \n",
       " 24        薪资面议      广州  ...  bd0efb08acc7704271de52c3bc0b6279   \n",
       " 25      12-30k      广州  ...  18f5af2ced812a43d6a9d1214a39013b   \n",
       " 26  14-28k·16薪  广州-天河区  ...  feaaf399e43a569d29323863fa1c0b93   \n",
       " 27      15-25k  广州-天河区  ...  7b8081a6d08696bafaf1d0d00bd33fc5   \n",
       " 28      20-30k      广州  ...  8a0305395cddc174dfb6df235db455f2   \n",
       " 29  15-20k·20薪  广州-黄埔区  ...  767685575712890413dd84912f51618a   \n",
       " 30        薪资面议  广州-天河区  ...  0d2213fbc6520bd4e4cd5c055e1e05ce   \n",
       " 31  17-30k·13薪  广州-天河区  ...  96080c821aff5629f19be04c8fd8e210   \n",
       " 32      11-22k  广州-番禺区  ...  927752d28c878e66e4cd5c055e1e05ce   \n",
       " 33  30-40k·13薪  广州-天河区  ...  50fe96bee43de82980764db4dc5d059d   \n",
       " 34      15-25k  广州-白云区  ...  ecb69f58b8af2fa07bed4a56d1662c8b   \n",
       " 35      25-30k      广州  ...  9cfdabc8878349689809d03804875792   \n",
       " 36        薪资面议  广州-天河区  ...  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " 37  20-28k·13薪  广州-天河区  ...  9e5b45289ab5581e337193710fe42056   \n",
       " 38   8-16k·13薪  广州-天河区  ...  81d856a45c0e72274ebbef01db417cf0   \n",
       " 39        薪资面议      广州  ...  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " \n",
       "    recruiter.imUserType          recruiter.recruiterPhoto    comp.compName  \\\n",
       " 0                     2   5f8f9865ea60860b75384fa508u.jpg     时代中国控股集团有限公司   \n",
       " 1                     2   5f8f986c79c7cc70efbf36c808u.jpg     广州麦优网络科技有限公司   \n",
       " 2                     2   5f8f9868f6d1ab58476f24a008u.jpg             全民钱包   \n",
       " 3                     2   5f8f98648dbe6273dcf8515508u.jpg             仙婷集团   \n",
       " 4                     2   5f8f986bdfb13a7dee342f2108u.jpg       文远知行WeRide   \n",
       " 5                     2   5f8f986bdfb13a7dee342f2108u.jpg       文远知行WeRide   \n",
       " 6                     2   5cb81b959fae687d43164cca03u.jpg     某广州大型机械/设备公司   \n",
       " 7                     2   5f8f9863f6d1ab58476f246a08u.jpg   广州市新目标电子商务有限公司   \n",
       " 8                     2   5f8f98648dbe6273dcf8515508u.jpg          西门子医疗系统   \n",
       " 9                     2   5f8f9868f6d1ab58476f24a008u.jpg             全民钱包   \n",
       " 10                    2   5f8f98648dbe6273dcf8515508u.jpg             仙婷集团   \n",
       " 11                    2   62c6abbf1551f613ff3fa49a08u.png  某国内大型食品/饮料/日化公司   \n",
       " 12                    2   63a9534728c57209b0f4aa0505u.png         广州宝洁有限公司   \n",
       " 13                    2   63a46574fd38b10039f0b94b05u.png       文远知行WeRide   \n",
       " 14                    2   571885ea45ce00977366da9105a.jpg            中数通信息   \n",
       " 15                    2   5f8fa3bdea60860b75385c7e08u.png      某上海大型医疗器械公司   \n",
       " 16                    2   5f8f98648dbe6273dcf8515508u.jpg              丹纳赫   \n",
       " 17                    2   62f7aab56555120790d6013103u.png  某广州大型食品/饮料/酒水公司   \n",
       " 18                    2   5f8f986aea60860b75384fab08u.jpg             康方生物   \n",
       " 19                    2   5f8f9865ea60860b75384fa508u.jpg     索恩照明(广州)有限公司   \n",
       " 20                    2   62805e7707a1d17a9af2abd001u.jpg         某广州互联网公司   \n",
       " 21                    2   5f8f9868f6d1ab58476f24a008u.jpg             润建股份   \n",
       " 22                    2   5f8f9865ea60860b75384fa508u.jpg     即能科技(广州)有限公司   \n",
       " 23                    2   6100c9081d756a75997a266703u.jpg        某国内大型日化公司   \n",
       " 24                    2   5f8f986aea60860b75384fab08u.jpg             汇丰软件   \n",
       " 25                    2   5f8f9863f6d1ab58476f246a08u.jpg    广东环凯微生物科技有限公司   \n",
       " 26                    2   5f8f9868f6d1ab58476f24a008u.jpg            斯凯奇中国   \n",
       " 27                    2   5f8f98648dbe6273dcf8515508u.jpg            斯凯奇中国   \n",
       " 28                    2   606ff339fd3cfa235c8a104e02u.png        某广州IT服务公司   \n",
       " 29                    2   5f8f98648dbe6273dcf8515508u.jpg    广东环凯微生物科技有限公司   \n",
       " 30                    2   5f8f986aea60860b75384fab08u.jpg         广州宝洁有限公司   \n",
       " 31                    2   5f8f9863f6d1ab58476f246a08u.jpg   上海华钦信息科技股份有限公司   \n",
       " 32                    2   601baaab60c8320221e3c1d902u.png   上海汉得信息技术股份有限公司   \n",
       " 33                    2   62fe2d4a95ee1c041432be7a05u.jpg  某广州大型食品/饮料/酒水公司   \n",
       " 34                    2   5f8f9868f6d1ab58476f24a008u.jpg     嫚熙控股(广州)有限公司   \n",
       " 35                    2  6321be3095ee1c04143439eb01u.jpeg       某国内大型快消品公司   \n",
       " 36                    2   5f8f9863f6d1ab58476f246a08u.jpg        恩梯梯数据(中国)   \n",
       " 37                    2   5f8f986779c7cc70efbf36c008u.jpg             广州百田   \n",
       " 38                    2   5f8f986bdfb13a7dee342f2108u.jpg  贝兰格投资咨询(广州)有限公司   \n",
       " 39                    2   5f8f9863f6d1ab58476f246a08u.jpg        恩梯梯数据(中国)   \n",
       " \n",
       "    comp.compId                    comp.compLogo comp.compIndustry  \\\n",
       " 0    2250604.0  5bfe97f674719df0ac99562403a.png           房地产开发经营   \n",
       " 1    7891491.0  62fc68011daaa21b59c94d3305u.png              电子商务   \n",
       " 2   12219769.0  5ef856aa543a971969df89b903u.jpg              科技金融   \n",
       " 3    8112968.0  6274ee6d04a5ff469b10880402u.png            贸易/进出口   \n",
       " 4    9491766.0  60a497de907306298575785f03u.png              人工智能   \n",
       " 5    9491766.0  60a497de907306298575785f03u.png              人工智能   \n",
       " 6          NaN  60e2fe0bf3df194a3c48adb502u.png             机械/设备   \n",
       " 7   13315477.0  61b07937d0458d53c627567e02u.jpg              IT服务   \n",
       " 8    8916227.0  5c0dfd9f570cb120f184080203u.jpg              医疗器械   \n",
       " 9   12219769.0  5ef856aa543a971969df89b903u.jpg              科技金融   \n",
       " 10   8112968.0  6274ee6d04a5ff469b10880402u.png            贸易/进出口   \n",
       " 11         NaN  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水   \n",
       " 12    873330.0  54d1e9c6712e7147fd813b3801a.png                日化   \n",
       " 13   9491766.0  60a497de907306298575785f03u.png              人工智能   \n",
       " 14   1103040.0  5bfea3d874719d2aa34c9d1703a.png          运营商/增值服务   \n",
       " 15         NaN  60e2fe0bf3df194a3c48adb502u.png              医疗器械   \n",
       " 16   8506529.0  5952237b7032381b6822192505a.jpg              医疗器械   \n",
       " 17         NaN  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水   \n",
       " 18   8275623.0  5bfe916674719d35745ad29703a.png                制药   \n",
       " 19  12773635.0  60b831ef7cc07936e59f518306u.png              仪器仪表   \n",
       " 20         NaN  60e2fe0bf3df194a3c48adb502u.png               互联网   \n",
       " 21   7863327.0  5cc116c89fae687d43343d7308u.png              通信设备   \n",
       " 22   9283329.0  59dc78457832e11b880f044c05a.png            专业技术服务   \n",
       " 23         NaN  60e2fe0bf3df194a3c48adb502u.png                日化   \n",
       " 24   2664546.0  5bfe92c174719d9f609a7b9603a.png             计算机软件   \n",
       " 25   7932064.0  5bfe8edd74719d35745a548603a.png                制药   \n",
       " 26  13032765.0  628c584cb244352e0e92248608u.png          服装/纺织/皮革   \n",
       " 27  13032765.0  628c584cb244352e0e92248608u.png          服装/纺织/皮革   \n",
       " 28         NaN  60e2fe0bf3df194a3c48adb502u.png              IT服务   \n",
       " 29   7932064.0  5bfe8edd74719d35745a548603a.png                制药   \n",
       " 30    873330.0  54d1e9c6712e7147fd813b3801a.png                日化   \n",
       " 31   8598051.0  59029b747032a701b89b8b7a04a.jpg             计算机软件   \n",
       " 32   8361671.0  5ed700f4ec4db462f82e4ddf01u.png               互联网   \n",
       " 33         NaN  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水   \n",
       " 34   9660700.0  5f30a76e556e7a7b1280cc3006u.png               互联网   \n",
       " 35         NaN  60e2fe0bf3df194a3c48adb502u.png                日化   \n",
       " 36   6629285.0  5bfea15d74719d2aa34c24f803a.png              IT服务   \n",
       " 37    803274.0  5ff42565bebf7311a41e860005u.png                游戏   \n",
       " 38  12912133.0  612f1b02303e5d0d667cd9bb06u.png              咨询服务   \n",
       " 39   6629285.0  5bfea15d74719d2aa34c24f803a.png              IT服务   \n",
       " \n",
       "     comp.compScale                                 comp.link comp.compStage  \n",
       " 0      5000-10000人   https://www.liepin.com/company/2250604/            NaN  \n",
       " 1         100-499人   https://www.liepin.com/company/7891491/          融资未公开  \n",
       " 2         100-499人  https://www.liepin.com/company/12219769/             其他  \n",
       " 3           50-99人   https://www.liepin.com/company/8112968/            NaN  \n",
       " 4         100-499人   https://www.liepin.com/company/9491766/             C轮  \n",
       " 5         100-499人   https://www.liepin.com/company/9491766/             C轮  \n",
       " 6         500-999人                                                    融资未公开  \n",
       " 7         100-499人  https://www.liepin.com/company/13315477/            NaN  \n",
       " 8      5000-10000人   https://www.liepin.com/company/8916227/            NaN  \n",
       " 9         100-499人  https://www.liepin.com/company/12219769/             其他  \n",
       " 10          50-99人   https://www.liepin.com/company/8112968/            NaN  \n",
       " 11      2000-5000人                                                    融资未公开  \n",
       " 12        10000人以上    https://www.liepin.com/company/873330/            NaN  \n",
       " 13        100-499人   https://www.liepin.com/company/9491766/             C轮  \n",
       " 14      1000-2000人   https://www.liepin.com/company/1103040/            NaN  \n",
       " 15        10000人以上                                                    融资未公开  \n",
       " 16     5000-10000人   https://www.liepin.com/company/8506529/            NaN  \n",
       " 17        10000人以上                                                    融资未公开  \n",
       " 18      2000-5000人   https://www.liepin.com/company/8275623/           港股上市  \n",
       " 19        100-499人  https://www.liepin.com/company/12773635/            NaN  \n",
       " 20                                                                      NaN  \n",
       " 21     5000-10000人   https://www.liepin.com/company/7863327/         沪深A股上市  \n",
       " 22           1-49人   https://www.liepin.com/company/9283329/            NaN  \n",
       " 23      2000-5000人                                                    融资未公开  \n",
       " 24      2000-5000人   https://www.liepin.com/company/2664546/             其他  \n",
       " 25        100-499人   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 26      2000-5000人  https://www.liepin.com/company/13032765/            NaN  \n",
       " 27      2000-5000人  https://www.liepin.com/company/13032765/            NaN  \n",
       " 28        100-499人                                                      NaN  \n",
       " 29        100-499人   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 30        10000人以上    https://www.liepin.com/company/873330/            NaN  \n",
       " 31      1000-2000人   https://www.liepin.com/company/8598051/            NaN  \n",
       " 32        10000人以上   https://www.liepin.com/company/8361671/            已上市  \n",
       " 33     5000-10000人                                                    融资未公开  \n",
       " 34      1000-2000人   https://www.liepin.com/company/9660700/            NaN  \n",
       " 35      2000-5000人                                                    融资未公开  \n",
       " 36      2000-5000人   https://www.liepin.com/company/6629285/            NaN  \n",
       " 37        500-999人    https://www.liepin.com/company/803274/            已上市  \n",
       " 38          50-99人  https://www.liepin.com/company/12912133/          融资未公开  \n",
       " 39      2000-5000人   https://www.liepin.com/company/6629285/            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"57326451\",\"imId\":\"5e5d95960f37ddf688...   \n",
       " 1   {\"jobId\":\"57632745\",\"imId\":\"6e308ed6b5145fdb78...   \n",
       " 2   {\"jobId\":\"57754271\",\"imId\":\"180268114ec479913e...   \n",
       " 3   {\"jobId\":\"50965433\",\"imId\":\"0ce6f53a162e27cc94...   \n",
       " 4   {\"jobId\":\"55703639\",\"imId\":\"e2b135092ee70a2ae9...   \n",
       " 5   {\"jobId\":\"55703543\",\"imId\":\"e2b135092ee70a2ae9...   \n",
       " 6   {\"jobId\":\"44053277\",\"imId\":\"d874c5f87567784901...   \n",
       " 7   {\"jobId\":\"57679297\",\"imId\":\"c161b9ea744ffb27d0...   \n",
       " 8   {\"jobId\":\"56689685\",\"imId\":\"8595d9ba8d1a1a2d80...   \n",
       " 9   {\"jobId\":\"55739849\",\"imId\":\"5fef31dd7c06e62a9c...   \n",
       " 10  {\"jobId\":\"57794503\",\"imId\":\"0ce6f53a162e27cc94...   \n",
       " 11  {\"jobId\":\"44113675\",\"imId\":\"7908151abdbef12e2e...   \n",
       " 12  {\"jobId\":\"57001973\",\"imId\":\"fadfc2ceb1f0029d4a...   \n",
       " 13  {\"jobId\":\"57223711\",\"imId\":\"6fa10ff6ea77d09152...   \n",
       " 14  {\"jobId\":\"57270007\",\"imId\":\"5fef31dd7c06e62a9c...   \n",
       " 15  {\"jobId\":\"43492441\",\"imId\":\"985c18edc2b4008b04...   \n",
       " 16  {\"jobId\":\"56876529\",\"imId\":\"24c1cab13ef9bc2e80...   \n",
       " 17  {\"jobId\":\"44978805\",\"imId\":\"d9615c119bb132bd55...   \n",
       " 18  {\"jobId\":\"57157157\",\"imId\":\"d4cc4bca17cae276ae...   \n",
       " 19  {\"jobId\":\"48604689\",\"imId\":\"ef271aa98fbd861561...   \n",
       " 20  {\"jobId\":\"44709427\",\"imId\":\"6576d39ac3d6a46933...   \n",
       " 21  {\"jobId\":\"56295007\",\"imId\":\"beff7093463e459a61...   \n",
       " 22  {\"jobId\":\"30477665\",\"imId\":\"edbe6a7c4ed9d6e5aa...   \n",
       " 23  {\"jobId\":\"45187159\",\"imId\":\"37476b87b3e233679f...   \n",
       " 24  {\"jobId\":\"43037645\",\"imId\":\"bd0efb08acc7704271...   \n",
       " 25  {\"jobId\":\"35923437\",\"imId\":\"18f5af2ced812a43d6...   \n",
       " 26  {\"jobId\":\"50466807\",\"imId\":\"feaaf399e43a569d29...   \n",
       " 27  {\"jobId\":\"55829685\",\"imId\":\"7b8081a6d08696bafa...   \n",
       " 28  {\"jobId\":\"45253831\",\"imId\":\"8a0305395cddc174df...   \n",
       " 29  {\"jobId\":\"48554057\",\"imId\":\"767685575712890413...   \n",
       " 30  {\"jobId\":\"54145433\",\"imId\":\"0d2213fbc6520bd4e4...   \n",
       " 31  {\"jobId\":\"50173893\",\"imId\":\"96080c821aff5629f1...   \n",
       " 32  {\"jobId\":\"57403583\",\"imId\":\"927752d28c878e66e4...   \n",
       " 33  {\"jobId\":\"43309883\",\"imId\":\"50fe96bee43de82980...   \n",
       " 34  {\"jobId\":\"55992453\",\"imId\":\"ecb69f58b8af2fa07b...   \n",
       " 35  {\"jobId\":\"45177357\",\"imId\":\"9cfdabc88783496898...   \n",
       " 36  {\"jobId\":\"23154709\",\"imId\":\"b76b2be27ab4a47460...   \n",
       " 37  {\"jobId\":\"48905275\",\"imId\":\"9e5b45289ab5581e33...   \n",
       " 38  {\"jobId\":\"46626189\",\"imId\":\"81d856a45c0e72274e...   \n",
       " 39  {\"jobId\":\"25415919\",\"imId\":\"b76b2be27ab4a47460...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 1   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 2   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 3   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 5   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 6   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 7   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 8   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 9   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 11  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 13  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0      [AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]  57326451   \n",
       " 1                                  [广告产品, 广告行业, 团队管理]  57632745   \n",
       " 2    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]  57754271   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...  55703639   \n",
       " 5   [平台产品, 数据产品, 客户端产品, 策略产品, 产品优化, 用户研究, 产品规划, 需求...  55703543   \n",
       " 6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...  44053277   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]  57679297   \n",
       " 8                                                  []  56689685   \n",
       " 9       [财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]  55739849   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  57794503   \n",
       " 11                                           [web端产品]  44113675   \n",
       " 12                                  [to C, 电子商务, 消费品]  57001973   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...  57223711   \n",
       " 14         [数据产品, 中台产品, 产品优化, 产品设计, 需求分析, 用户研究, 数据分析]  57270007   \n",
       " 15                                                 []  43492441   \n",
       " 16                                                 []  56876529   \n",
       " 17                                             [to C]  44978805   \n",
       " 18                                             [泌尿外科]  57157157   \n",
       " 19                                                 []  48604689   \n",
       " 20                                             [软件开发]  44709427   \n",
       " 21  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  56295007   \n",
       " 22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  30477665   \n",
       " 23                                   [化妆品, 消费品, 产品开发]  45187159   \n",
       " 24                                                 []  43037645   \n",
       " 25                                                 []  35923437   \n",
       " 26                                 [商品管理, 产品企划, 商品运营]  50466807   \n",
       " 27                                                 []  55829685   \n",
       " 28                                                 []  45253831   \n",
       " 29                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  48554057   \n",
       " 30              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]  54145433   \n",
       " 31                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]  50173893   \n",
       " 32  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...  57403583   \n",
       " 33                                                 []  43309883   \n",
       " 34                                             [品牌策划]  55992453   \n",
       " 35                                 [市场营销, 产品管理, 产品开发]  45177357   \n",
       " 36                                                 []  23154709   \n",
       " 37                                [产品优化, 二次元在研, 项目管理]  48905275   \n",
       " 38                                                 []  46626189   \n",
       " 39                                             [增长产品]  25415919   \n",
       " \n",
       "    job.refreshTime job.jobKind  job.topJob  \\\n",
       " 0   20230412110555           2        True   \n",
       " 1   20230413070420           2        True   \n",
       " 2   20230412172946           2        True   \n",
       " 3   20230414103329           2       False   \n",
       " 4   20230228112317           2       False   \n",
       " 5   20230228112317           2       False   \n",
       " 6   20230413094418           1       False   \n",
       " 7   20230410215438           2       False   \n",
       " 8   20230303234707           2       False   \n",
       " 9   20230413150830           2       False   \n",
       " 10  20230414103329           2       False   \n",
       " 11  20230306145244           1       False   \n",
       " 12  20230412111136           2       False   \n",
       " 13  20230412190939           2       False   \n",
       " 14  20230413150830           2       False   \n",
       " 15  20230412101855           1       False   \n",
       " 16  20230414113305           2       False   \n",
       " 17  20230413114524           1       False   \n",
       " 18  20230321153342           2       False   \n",
       " 19  20230301100715           2       False   \n",
       " 20  20230324111137           1       False   \n",
       " 21  20230221094711           2       False   \n",
       " 22  20230413103006           2       False   \n",
       " 23  20230411142619           1       False   \n",
       " 24  20210913204744           2       False   \n",
       " 25  20220319162445           2       False   \n",
       " 26  20221116184947           2       False   \n",
       " 27  20230206112123           2       False   \n",
       " 28  20230413092954           1       False   \n",
       " 29  20230411104123           2       False   \n",
       " 30  20230414104936           2       False   \n",
       " 31  20230324093022           2       False   \n",
       " 32  20230329180701           2       False   \n",
       " 33  20230208175714           1       False   \n",
       " 34  20230412154954           2       False   \n",
       " 35  20230413101755           1       False   \n",
       " 36  20200728103437           2       False   \n",
       " 37  20220928174530           2       False   \n",
       " 38  20220215115047           2       False   \n",
       " 39  20210615114605           2       False   \n",
       " \n",
       "                                        job.title  job.salary  job.dq  ...  \\\n",
       " 0                                         IT产品经理      20-26k  广州-越秀区  ...   \n",
       " 1                                高级跨境产品经理（Yep品牌）      25-35k      广州  ...   \n",
       " 2                                    产品经理-电信信息化部   8-12k·13薪  广州-天河区  ...   \n",
       " 3                    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区  ...   \n",
       " 4                                   自动驾驶产品经理（PM）      25-35k  广州-海珠区  ...   \n",
       " 5                                 自动驾驶工具产品经理（PM）      25-35k  广州-海珠区  ...   \n",
       " 6                           产品经理/Product Manager      20-30k      广州  ...   \n",
       " 7                            产品经理Product Manager      20-25k  广州-番禺区  ...   \n",
       " 8             Product Sales Manager MR 产品销售经理 广州        薪资面议  广州-越秀区  ...   \n",
       " 9                                         支付产品经理      15-20k  广州-天河区  ...   \n",
       " 10                             助理产品经理（化妆品原料）/APM        薪资面议  广州-天河区  ...   \n",
       " 11                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪  广州-白云区  ...   \n",
       " 12                                      eWMS产品经理  20-40k·14薪  广州-天河区  ...   \n",
       " 13                                  自动驾驶（硬件）产品经理  25-50k·15薪      广州  ...   \n",
       " 14                                     产品经理（系统端）      14-18k  广州-天河区  ...   \n",
       " 15                                     产品销售经理-广州  20-40k·16薪      广州  ...   \n",
       " 16                    Automation Product Manager  20-40k·13薪  广州-天河区  ...   \n",
       " 17                          eWMS Product Manager  20-40k·15薪      广州  ...   \n",
       " 18                                        医药产品经理  25-30k·14薪  广州-越秀区  ...   \n",
       " 19                                        助理产品经理  15-25k·13薪  广州-黄埔区  ...   \n",
       " 20                                          产品经理  25-35k·14薪      广州  ...   \n",
       " 21                                 产品经理（企业数字化转型）       6-10k  广州-天河区  ...   \n",
       " 22                                          产品经理  18-40k·14薪  广州-越秀区  ...   \n",
       " 23  Assistant Product Manager / Product Manager   18-30k·13薪      广州  ...   \n",
       " 24                                        数码产品经理        薪资面议      广州  ...   \n",
       " 25                                  产品经理（工业消洗产品）      12-30k      广州  ...   \n",
       " 26                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  广州-天河区  ...   \n",
       " 27                             产品经理-产品企划(J13606)      15-25k  广州-天河区  ...   \n",
       " 28                                          产品经理      20-30k      广州  ...   \n",
       " 29                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪  广州-黄埔区  ...   \n",
       " 30                          eWMS Product Manager        薪资面议  广州-天河区  ...   \n",
       " 31                                            PM  17-30k·13薪  广州-天河区  ...   \n",
       " 32                        CRM实施顾问&项目经理PM(J12971)      11-22k  广州-番禺区  ...   \n",
       " 33                               Product Manager  30-40k·13薪  广州-天河区  ...   \n",
       " 34                                        产品策划经理      15-25k  广州-白云区  ...   \n",
       " 35                              Product Manager       25-30k      广州  ...   \n",
       " 36                                        数字营销PM        薪资面议  广州-天河区  ...   \n",
       " 37                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  广州-天河区  ...   \n",
       " 38                               Product Manager   8-16k·13薪  广州-天河区  ...   \n",
       " 39                                          活动PM        薪资面议      广州  ...   \n",
       " \n",
       "         recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       " 0                      人事行政中心负责人  7f4e7e8ef7261892f9139596f2e1a7af   \n",
       " 1                    招聘经理/HRBP经理  fcbe20e241c3fb89f50e0e7d6db6b154   \n",
       " 2                                 871518775391643a04bdffecc9c81011   \n",
       " 3                  HR Specialist  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4                           HRBP  7da08eb2dc102f58400ecda04a611db0   \n",
       " 5                           HRBP  7da08eb2dc102f58400ecda04a611db0   \n",
       " 6                           猎头顾问  1ddf52f28236620a73d520f2e8bd293b   \n",
       " 7                            HRM  74207202b9a1882cbe061eb681f898fc   \n",
       " 8   Recruiter-Talent Acquisition  f08748e81b3b0757d734fc6b171fa589   \n",
       " 9                           招聘经理  e1f6f5d863e248b1fa8b08c8dbd02957   \n",
       " 10                 HR Specialist  14799e1bef289c70aa9b550257de7ea8   \n",
       " 11                          猎头顾问  ef813c13d17ddf72662825202deeb056   \n",
       " 12                     Recruiter  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       " 13                          招聘专家  1147dd557533b4567e1472c76bc04ebd   \n",
       " 14                          招聘经理  e1f6f5d863e248b1fa8b08c8dbd02957   \n",
       " 15                          猎头顾问  b61494f006ea807945c2c8b358b10fa1   \n",
       " 16                        人力资源专员  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 17                          猎头顾问  ec2448066ad5cdf94f25083a3243b675   \n",
       " 18                    高级医学信息沟通专员  22ab2b1a88769c3259935c280d474240   \n",
       " 19                          招聘经理  09129a3bc6f13614e4e32c50af3d5f75   \n",
       " 20                          猎头顾问  4df980208f61abaa845b1031e141f2ce   \n",
       " 21                          招聘主管  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 22                          HRBP  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 23                          猎头顾问  375a1dfe17607510a0693c119d820cfb   \n",
       " 24                           112  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 25                            HR  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 26                                3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 27                    人力资源业务合作伙伴  308332da68f592edf82050c4b8bff969   \n",
       " 28                          猎头顾问  a94c79b32e2ac4b0b0a633f2b1b00a0c   \n",
       " 29                                0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 30                          招聘经理  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       " 31                            HR  a3c89b1765f955f21481c55033648d88   \n",
       " 32                            HR  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 33                          猎头顾问  7829c0aa95f568cada116b3e040ec67e   \n",
       " 34                           HRM  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 35                          猎头顾问  47227c6fbfcd952686963be95b15422d   \n",
       " 36                    Consultant  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 37                                69bf0604ae10eb243f03c06e2c7db374   \n",
       " 38                        人力资源总监  ffb961ad0561780d685123d92072146b   \n",
       " 39                    Consultant  e8c70da123d6c7e1efcb8675c412f368   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compId    comp.compName  \\\n",
       " 0    5f8f9865ea60860b75384fa508u.jpg   2250604.0     时代中国控股集团有限公司   \n",
       " 1    5f8f986c79c7cc70efbf36c808u.jpg   7891491.0     广州麦优网络科技有限公司   \n",
       " 2    571885ea45ce00977366da9105a.jpg   1103040.0            中数通信息   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg   8112968.0             仙婷集团   \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg   9491766.0       文远知行WeRide   \n",
       " 5    5f8f986bdfb13a7dee342f2108u.jpg   9491766.0       文远知行WeRide   \n",
       " 6    5cb81b959fae687d43164cca03u.jpg         NaN     某广州大型机械/设备公司   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg  13315477.0   广州市新目标电子商务有限公司   \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg   8916227.0          西门子医疗系统   \n",
       " 9    5f8f9868f6d1ab58476f24a008u.jpg  12219769.0             全民钱包   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg   8112968.0             仙婷集团   \n",
       " 11   62c6abbf1551f613ff3fa49a08u.png         NaN  某国内大型食品/饮料/日化公司   \n",
       " 12   63a9534728c57209b0f4aa0505u.png    873330.0         广州宝洁有限公司   \n",
       " 13   63a46574fd38b10039f0b94b05u.png   9491766.0       文远知行WeRide   \n",
       " 14   5f8f9868f6d1ab58476f24a008u.jpg  12219769.0             全民钱包   \n",
       " 15   5f8fa3bdea60860b75385c7e08u.png         NaN      某上海大型医疗器械公司   \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg   8506529.0              丹纳赫   \n",
       " 17   62f7aab56555120790d6013103u.png         NaN  某广州大型食品/饮料/酒水公司   \n",
       " 18   5f8f986aea60860b75384fab08u.jpg   8275623.0             康方生物   \n",
       " 19   5f8f9865ea60860b75384fa508u.jpg  12773635.0     索恩照明(广州)有限公司   \n",
       " 20   62805e7707a1d17a9af2abd001u.jpg         NaN         某广州互联网公司   \n",
       " 21   5f8f9868f6d1ab58476f24a008u.jpg   7863327.0             润建股份   \n",
       " 22   5f8f9865ea60860b75384fa508u.jpg   9283329.0     即能科技(广州)有限公司   \n",
       " 23   6100c9081d756a75997a266703u.jpg         NaN        某国内大型日化公司   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg   2664546.0             汇丰软件   \n",
       " 25   5f8f9863f6d1ab58476f246a08u.jpg   7932064.0    广东环凯微生物科技有限公司   \n",
       " 26   5f8f9868f6d1ab58476f24a008u.jpg  13032765.0            斯凯奇中国   \n",
       " 27   5f8f98648dbe6273dcf8515508u.jpg  13032765.0            斯凯奇中国   \n",
       " 28   606ff339fd3cfa235c8a104e02u.png         NaN        某广州IT服务公司   \n",
       " 29   5f8f98648dbe6273dcf8515508u.jpg   7932064.0    广东环凯微生物科技有限公司   \n",
       " 30   5f8f986aea60860b75384fab08u.jpg    873330.0         广州宝洁有限公司   \n",
       " 31   5f8f9863f6d1ab58476f246a08u.jpg   8598051.0   上海华钦信息科技股份有限公司   \n",
       " 32   601baaab60c8320221e3c1d902u.png   8361671.0   上海汉得信息技术股份有限公司   \n",
       " 33   62fe2d4a95ee1c041432be7a05u.jpg         NaN  某广州大型食品/饮料/酒水公司   \n",
       " 34   5f8f9868f6d1ab58476f24a008u.jpg   9660700.0     嫚熙控股(广州)有限公司   \n",
       " 35  6321be3095ee1c04143439eb01u.jpeg         NaN       某国内大型快消品公司   \n",
       " 36   5f8f9863f6d1ab58476f246a08u.jpg   6629285.0        恩梯梯数据(中国)   \n",
       " 37   5f8f986779c7cc70efbf36c008u.jpg    803274.0             广州百田   \n",
       " 38   5f8f986bdfb13a7dee342f2108u.jpg  12912133.0  贝兰格投资咨询(广州)有限公司   \n",
       " 39   5f8f9863f6d1ab58476f246a08u.jpg   6629285.0        恩梯梯数据(中国)   \n",
       " \n",
       "    comp.compScale                    comp.compLogo  comp.compIndustry  \\\n",
       " 0     5000-10000人  5bfe97f674719df0ac99562403a.png            房地产开发经营   \n",
       " 1        100-499人  62fc68011daaa21b59c94d3305u.png               电子商务   \n",
       " 2      1000-2000人  5bfea3d874719d2aa34c9d1703a.png           运营商/增值服务   \n",
       " 3          50-99人  6274ee6d04a5ff469b10880402u.png             贸易/进出口   \n",
       " 4        100-499人  60a497de907306298575785f03u.png               人工智能   \n",
       " 5        100-499人  60a497de907306298575785f03u.png               人工智能   \n",
       " 6        500-999人  60e2fe0bf3df194a3c48adb502u.png              机械/设备   \n",
       " 7        100-499人  61b07937d0458d53c627567e02u.jpg               IT服务   \n",
       " 8     5000-10000人  5c0dfd9f570cb120f184080203u.jpg               医疗器械   \n",
       " 9        100-499人  5ef856aa543a971969df89b903u.jpg               科技金融   \n",
       " 10         50-99人  6274ee6d04a5ff469b10880402u.png             贸易/进出口   \n",
       " 11     2000-5000人  60e2fe0bf3df194a3c48adb502u.png           食品/饮料/酒水   \n",
       " 12       10000人以上  54d1e9c6712e7147fd813b3801a.png                 日化   \n",
       " 13       100-499人  60a497de907306298575785f03u.png               人工智能   \n",
       " 14       100-499人  5ef856aa543a971969df89b903u.jpg               科技金融   \n",
       " 15       10000人以上  60e2fe0bf3df194a3c48adb502u.png               医疗器械   \n",
       " 16    5000-10000人  5952237b7032381b6822192505a.jpg               医疗器械   \n",
       " 17       10000人以上  60e2fe0bf3df194a3c48adb502u.png           食品/饮料/酒水   \n",
       " 18     2000-5000人  5bfe916674719d35745ad29703a.png                 制药   \n",
       " 19       100-499人  60b831ef7cc07936e59f518306u.png               仪器仪表   \n",
       " 20                 60e2fe0bf3df194a3c48adb502u.png                互联网   \n",
       " 21    5000-10000人  5cc116c89fae687d43343d7308u.png               通信设备   \n",
       " 22          1-49人  59dc78457832e11b880f044c05a.png             专业技术服务   \n",
       " 23     2000-5000人  60e2fe0bf3df194a3c48adb502u.png                 日化   \n",
       " 24     2000-5000人  5bfe92c174719d9f609a7b9603a.png              计算机软件   \n",
       " 25       100-499人  5bfe8edd74719d35745a548603a.png                 制药   \n",
       " 26     2000-5000人  628c584cb244352e0e92248608u.png           服装/纺织/皮革   \n",
       " 27     2000-5000人  628c584cb244352e0e92248608u.png           服装/纺织/皮革   \n",
       " 28       100-499人  60e2fe0bf3df194a3c48adb502u.png               IT服务   \n",
       " 29       100-499人  5bfe8edd74719d35745a548603a.png                 制药   \n",
       " 30       10000人以上  54d1e9c6712e7147fd813b3801a.png                 日化   \n",
       " 31     1000-2000人  59029b747032a701b89b8b7a04a.jpg              计算机软件   \n",
       " 32       10000人以上  5ed700f4ec4db462f82e4ddf01u.png                互联网   \n",
       " 33    5000-10000人  60e2fe0bf3df194a3c48adb502u.png           食品/饮料/酒水   \n",
       " 34     1000-2000人  5f30a76e556e7a7b1280cc3006u.png                互联网   \n",
       " 35     2000-5000人  60e2fe0bf3df194a3c48adb502u.png                 日化   \n",
       " 36     2000-5000人  5bfea15d74719d2aa34c24f803a.png               IT服务   \n",
       " 37       500-999人  5ff42565bebf7311a41e860005u.png                 游戏   \n",
       " 38         50-99人  612f1b02303e5d0d667cd9bb06u.png               咨询服务   \n",
       " 39     2000-5000人  5bfea15d74719d2aa34c24f803a.png               IT服务   \n",
       " \n",
       "                                    comp.link comp.compStage  \n",
       " 0    https://www.liepin.com/company/2250604/            NaN  \n",
       " 1    https://www.liepin.com/company/7891491/          融资未公开  \n",
       " 2    https://www.liepin.com/company/1103040/            NaN  \n",
       " 3    https://www.liepin.com/company/8112968/            NaN  \n",
       " 4    https://www.liepin.com/company/9491766/             C轮  \n",
       " 5    https://www.liepin.com/company/9491766/             C轮  \n",
       " 6                                                     融资未公开  \n",
       " 7   https://www.liepin.com/company/13315477/            NaN  \n",
       " 8    https://www.liepin.com/company/8916227/            NaN  \n",
       " 9   https://www.liepin.com/company/12219769/             其他  \n",
       " 10   https://www.liepin.com/company/8112968/            NaN  \n",
       " 11                                                    融资未公开  \n",
       " 12    https://www.liepin.com/company/873330/            NaN  \n",
       " 13   https://www.liepin.com/company/9491766/             C轮  \n",
       " 14  https://www.liepin.com/company/12219769/             其他  \n",
       " 15                                                    融资未公开  \n",
       " 16   https://www.liepin.com/company/8506529/            NaN  \n",
       " 17                                                    融资未公开  \n",
       " 18   https://www.liepin.com/company/8275623/           港股上市  \n",
       " 19  https://www.liepin.com/company/12773635/            NaN  \n",
       " 20                                                      NaN  \n",
       " 21   https://www.liepin.com/company/7863327/         沪深A股上市  \n",
       " 22   https://www.liepin.com/company/9283329/            NaN  \n",
       " 23                                                    融资未公开  \n",
       " 24   https://www.liepin.com/company/2664546/             其他  \n",
       " 25   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 26  https://www.liepin.com/company/13032765/            NaN  \n",
       " 27  https://www.liepin.com/company/13032765/            NaN  \n",
       " 28                                                      NaN  \n",
       " 29   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 30    https://www.liepin.com/company/873330/            NaN  \n",
       " 31   https://www.liepin.com/company/8598051/            NaN  \n",
       " 32   https://www.liepin.com/company/8361671/            已上市  \n",
       " 33                                                    融资未公开  \n",
       " 34   https://www.liepin.com/company/9660700/            NaN  \n",
       " 35                                                    融资未公开  \n",
       " 36   https://www.liepin.com/company/6629285/            NaN  \n",
       " 37    https://www.liepin.com/company/803274/            已上市  \n",
       " 38  https://www.liepin.com/company/12912133/          融资未公开  \n",
       " 39   https://www.liepin.com/company/6629285/            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 6   %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 15  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 17  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 20  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 23  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 28  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 33  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 35  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"7f4e7e8ef7261892f9139596f2e1a7af\",\"...   \n",
       " 1   {\"userId\":\"fcbe20e241c3fb89f50e0e7d6db6b154\",\"...   \n",
       " 2   {\"userId\":\"871518775391643a04bdffecc9c81011\",\"...   \n",
       " 3   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 4   {\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...   \n",
       " 5   {\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...   \n",
       " 6   {\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...   \n",
       " 7   {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   \n",
       " 8   {\"userId\":\"f08748e81b3b0757d734fc6b171fa589\",\"...   \n",
       " 9   {\"userId\":\"e1f6f5d863e248b1fa8b08c8dbd02957\",\"...   \n",
       " 10  {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 11  {\"userId\":\"ef813c13d17ddf72662825202deeb056\",\"...   \n",
       " 12  {\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"...   \n",
       " 13  {\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...   \n",
       " 14  {\"userId\":\"e1f6f5d863e248b1fa8b08c8dbd02957\",\"...   \n",
       " 15  {\"userId\":\"b61494f006ea807945c2c8b358b10fa1\",\"...   \n",
       " 16  {\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...   \n",
       " 17  {\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...   \n",
       " 18  {\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...   \n",
       " 19  {\"userId\":\"09129a3bc6f13614e4e32c50af3d5f75\",\"...   \n",
       " 20  {\"userId\":\"4df980208f61abaa845b1031e141f2ce\",\"...   \n",
       " 21  {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...   \n",
       " 22  {\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...   \n",
       " 23  {\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...   \n",
       " 24  {\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...   \n",
       " 25  {\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...   \n",
       " 26  {\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...   \n",
       " 27  {\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...   \n",
       " 28  {\"userId\":\"a94c79b32e2ac4b0b0a633f2b1b00a0c\",\"...   \n",
       " 29  {\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...   \n",
       " 30  {\"userId\":\"cd24cb737616cf6b537f73a32e6c2ba3\",\"...   \n",
       " 31  {\"userId\":\"a3c89b1765f955f21481c55033648d88\",\"...   \n",
       " 32  {\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...   \n",
       " 33  {\"userId\":\"7829c0aa95f568cada116b3e040ec67e\",\"...   \n",
       " 34  {\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...   \n",
       " 35  {\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...   \n",
       " 36  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " 37  {\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...   \n",
       " 38  {\"userId\":\"ffb961ad0561780d685123d92072146b\",\"...   \n",
       " 39  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " \n",
       "                                            job.labels job.jobKind  \\\n",
       " 0      [AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]           2   \n",
       " 1                                  [广告产品, 广告行业, 团队管理]           2   \n",
       " 2    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]           2   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...           2   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...           2   \n",
       " 5   [平台产品, 数据产品, 客户端产品, 策略产品, 产品优化, 用户研究, 产品规划, 需求...           2   \n",
       " 6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...           1   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]           2   \n",
       " 8                                                  []           2   \n",
       " 9       [财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]           2   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...           2   \n",
       " 11                                           [web端产品]           1   \n",
       " 12                                  [to C, 电子商务, 消费品]           2   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...           2   \n",
       " 14         [数据产品, 中台产品, 产品优化, 产品设计, 需求分析, 用户研究, 数据分析]           2   \n",
       " 15                                                 []           1   \n",
       " 16                                                 []           2   \n",
       " 17                                             [to C]           1   \n",
       " 18                                             [泌尿外科]           2   \n",
       " 19                                                 []           2   \n",
       " 20                                             [软件开发]           1   \n",
       " 21  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...           2   \n",
       " 22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...           2   \n",
       " 23                                   [化妆品, 消费品, 产品开发]           1   \n",
       " 24                                                 []           2   \n",
       " 25                                                 []           2   \n",
       " 26                                 [商品管理, 产品企划, 商品运营]           2   \n",
       " 27                                                 []           2   \n",
       " 28                                                 []           1   \n",
       " 29                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]           2   \n",
       " 30              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]           2   \n",
       " 31                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]           2   \n",
       " 32  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...           2   \n",
       " 33                                                 []           1   \n",
       " 34                                             [品牌策划]           2   \n",
       " 35                                 [市场营销, 产品管理, 产品开发]           1   \n",
       " 36                                                 []           2   \n",
       " 37                                [产品优化, 二次元在研, 项目管理]           2   \n",
       " 38                                                 []           2   \n",
       " 39                                             [增长产品]           2   \n",
       " \n",
       "    job.refreshTime job.jobId  job.advViewFlag  \\\n",
       " 0   20230412110555  57326451             True   \n",
       " 1   20230413070420  57632745             True   \n",
       " 2   20230412172946  57754271             True   \n",
       " 3   20230414103329  50965433            False   \n",
       " 4   20230228112317  55703639            False   \n",
       " 5   20230228112317  55703543            False   \n",
       " 6   20230413094418  44053277            False   \n",
       " 7   20230410215438  57679297            False   \n",
       " 8   20230303234707  56689685            False   \n",
       " 9   20230413150830  55739849            False   \n",
       " 10  20230414103329  57794503            False   \n",
       " 11  20230306145244  44113675            False   \n",
       " 12  20230412111136  57001973            False   \n",
       " 13  20230412190939  57223711            False   \n",
       " 14  20230413150830  57270007            False   \n",
       " 15  20230412101855  43492441            False   \n",
       " 16  20230414113305  56876529            False   \n",
       " 17  20230413114524  44978805            False   \n",
       " 18  20230321153342  57157157            False   \n",
       " 19  20230301100715  48604689            False   \n",
       " 20  20230324111137  44709427            False   \n",
       " 21  20230221094711  56295007            False   \n",
       " 22  20230413103006  30477665            False   \n",
       " 23  20230411142619  45187159            False   \n",
       " 24  20210913204744  43037645            False   \n",
       " 25  20220319162445  35923437            False   \n",
       " 26  20221116184947  50466807            False   \n",
       " 27  20230206112123  55829685            False   \n",
       " 28  20230413092954  45253831            False   \n",
       " 29  20230411104123  48554057            False   \n",
       " 30  20230414104936  54145433            False   \n",
       " 31  20230324093022  50173893            False   \n",
       " 32  20230329180701  57403583            False   \n",
       " 33  20230208175714  43309883            False   \n",
       " 34  20230412154954  55992453            False   \n",
       " 35  20230413101755  45177357            False   \n",
       " 36  20200728103437  23154709            False   \n",
       " 37  20220928174530  48905275            False   \n",
       " 38  20220215115047  46626189            False   \n",
       " 39  20210615114605  25415919            False   \n",
       " \n",
       "                                        job.title  job.salary  job.dq  ...  \\\n",
       " 0                                         IT产品经理      20-26k  广州-越秀区  ...   \n",
       " 1                                高级跨境产品经理（Yep品牌）      25-35k      广州  ...   \n",
       " 2                                    产品经理-电信信息化部   8-12k·13薪  广州-天河区  ...   \n",
       " 3                    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区  ...   \n",
       " 4                                   自动驾驶产品经理（PM）      25-35k  广州-海珠区  ...   \n",
       " 5                                 自动驾驶工具产品经理（PM）      25-35k  广州-海珠区  ...   \n",
       " 6                           产品经理/Product Manager      20-30k      广州  ...   \n",
       " 7                            产品经理Product Manager      20-25k  广州-番禺区  ...   \n",
       " 8             Product Sales Manager MR 产品销售经理 广州        薪资面议  广州-越秀区  ...   \n",
       " 9                                         支付产品经理      15-20k  广州-天河区  ...   \n",
       " 10                             助理产品经理（化妆品原料）/APM        薪资面议  广州-天河区  ...   \n",
       " 11                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪  广州-白云区  ...   \n",
       " 12                                      eWMS产品经理  20-40k·14薪  广州-天河区  ...   \n",
       " 13                                  自动驾驶（硬件）产品经理  25-50k·15薪      广州  ...   \n",
       " 14                                     产品经理（系统端）      14-18k  广州-天河区  ...   \n",
       " 15                                     产品销售经理-广州  20-40k·16薪      广州  ...   \n",
       " 16                    Automation Product Manager  20-40k·13薪  广州-天河区  ...   \n",
       " 17                          eWMS Product Manager  20-40k·15薪      广州  ...   \n",
       " 18                                        医药产品经理  25-30k·14薪  广州-越秀区  ...   \n",
       " 19                                        助理产品经理  15-25k·13薪  广州-黄埔区  ...   \n",
       " 20                                          产品经理  25-35k·14薪      广州  ...   \n",
       " 21                                 产品经理（企业数字化转型）       6-10k  广州-天河区  ...   \n",
       " 22                                          产品经理  18-40k·14薪  广州-越秀区  ...   \n",
       " 23  Assistant Product Manager / Product Manager   18-30k·13薪      广州  ...   \n",
       " 24                                        数码产品经理        薪资面议      广州  ...   \n",
       " 25                                  产品经理（工业消洗产品）      12-30k      广州  ...   \n",
       " 26                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  广州-天河区  ...   \n",
       " 27                             产品经理-产品企划(J13606)      15-25k  广州-天河区  ...   \n",
       " 28                                          产品经理      20-30k      广州  ...   \n",
       " 29                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪  广州-黄埔区  ...   \n",
       " 30                          eWMS Product Manager        薪资面议  广州-天河区  ...   \n",
       " 31                                            PM  17-30k·13薪  广州-天河区  ...   \n",
       " 32                        CRM实施顾问&项目经理PM(J12971)      11-22k  广州-番禺区  ...   \n",
       " 33                               Product Manager  30-40k·13薪  广州-天河区  ...   \n",
       " 34                                        产品策划经理      15-25k  广州-白云区  ...   \n",
       " 35                              Product Manager       25-30k      广州  ...   \n",
       " 36                                        数字营销PM        薪资面议  广州-天河区  ...   \n",
       " 37                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  广州-天河区  ...   \n",
       " 38                               Product Manager   8-16k·13薪  广州-天河区  ...   \n",
       " 39                                          活动PM        薪资面议      广州  ...   \n",
       " \n",
       "     recruiter.recruiterName      recruiter.recruiterTitle  \\\n",
       " 0                       张女士                     人事行政中心负责人   \n",
       " 1                       徐先生                   招聘经理/HRBP经理   \n",
       " 2                       陈女士                                 \n",
       " 3                       吴女士                 HR Specialist   \n",
       " 4                       侯先生                          HRBP   \n",
       " 5                       侯先生                          HRBP   \n",
       " 6                       谌女士                          猎头顾问   \n",
       " 7                       樊女士                           HRM   \n",
       " 8                       翁女士  Recruiter-Talent Acquisition   \n",
       " 9                       黄先生                          招聘经理   \n",
       " 10                      吴女士                 HR Specialist   \n",
       " 11                      曾女士                          猎头顾问   \n",
       " 12                      冯先生                     Recruiter   \n",
       " 13                      程先生                          招聘专家   \n",
       " 14                      黄先生                          招聘经理   \n",
       " 15                      陈女士                          猎头顾问   \n",
       " 16                      王女士                        人力资源专员   \n",
       " 17                      林先生                          猎头顾问   \n",
       " 18                      刘先生                    高级医学信息沟通专员   \n",
       " 19                      黄女士                          招聘经理   \n",
       " 20                      邓先生                          猎头顾问   \n",
       " 21                      黎先生                          招聘主管   \n",
       " 22                Keli Tang                          HRBP   \n",
       " 23                      宋女士                          猎头顾问   \n",
       " 24                      张先生                           112   \n",
       " 25                      陈女士                            HR   \n",
       " 26                      陈先生                                 \n",
       " 27                      林女士                    人力资源业务合作伙伴   \n",
       " 28                      赵女士                          猎头顾问   \n",
       " 29                      陈女士                                 \n",
       " 30                      杜先生                          招聘经理   \n",
       " 31                      刘女士                            HR   \n",
       " 32                      俞女士                            HR   \n",
       " 33                      陆女士                          猎头顾问   \n",
       " 34                      郑先生                           HRM   \n",
       " 35                      孙女士                          猎头顾问   \n",
       " 36                      刘女士                    Consultant   \n",
       " 37                      唐女士                                 \n",
       " 38                      赖先生                        人力资源总监   \n",
       " 39                      刘女士                    Consultant   \n",
       " \n",
       "             recruiter.recruiterPhoto    comp.compName comp.compId  \\\n",
       " 0    5f8f9865ea60860b75384fa508u.jpg     时代中国控股集团有限公司   2250604.0   \n",
       " 1    5f8f986c79c7cc70efbf36c808u.jpg     广州麦优网络科技有限公司   7891491.0   \n",
       " 2    571885ea45ce00977366da9105a.jpg            中数通信息   1103040.0   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg             仙婷集团   8112968.0   \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg       文远知行WeRide   9491766.0   \n",
       " 5    5f8f986bdfb13a7dee342f2108u.jpg       文远知行WeRide   9491766.0   \n",
       " 6    5cb81b959fae687d43164cca03u.jpg     某广州大型机械/设备公司         NaN   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg   广州市新目标电子商务有限公司  13315477.0   \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg          西门子医疗系统   8916227.0   \n",
       " 9    5f8f9868f6d1ab58476f24a008u.jpg             全民钱包  12219769.0   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg             仙婷集团   8112968.0   \n",
       " 11   62c6abbf1551f613ff3fa49a08u.png  某国内大型食品/饮料/日化公司         NaN   \n",
       " 12   63a9534728c57209b0f4aa0505u.png         广州宝洁有限公司    873330.0   \n",
       " 13   63a46574fd38b10039f0b94b05u.png       文远知行WeRide   9491766.0   \n",
       " 14   5f8f9868f6d1ab58476f24a008u.jpg             全民钱包  12219769.0   \n",
       " 15   5f8fa3bdea60860b75385c7e08u.png      某上海大型医疗器械公司         NaN   \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg              丹纳赫   8506529.0   \n",
       " 17   62f7aab56555120790d6013103u.png  某广州大型食品/饮料/酒水公司         NaN   \n",
       " 18   5f8f986aea60860b75384fab08u.jpg             康方生物   8275623.0   \n",
       " 19   5f8f9865ea60860b75384fa508u.jpg     索恩照明(广州)有限公司  12773635.0   \n",
       " 20   62805e7707a1d17a9af2abd001u.jpg         某广州互联网公司         NaN   \n",
       " 21   5f8f9868f6d1ab58476f24a008u.jpg             润建股份   7863327.0   \n",
       " 22   5f8f9865ea60860b75384fa508u.jpg     即能科技(广州)有限公司   9283329.0   \n",
       " 23   6100c9081d756a75997a266703u.jpg        某国内大型日化公司         NaN   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg             汇丰软件   2664546.0   \n",
       " 25   5f8f9863f6d1ab58476f246a08u.jpg    广东环凯微生物科技有限公司   7932064.0   \n",
       " 26   5f8f9868f6d1ab58476f24a008u.jpg            斯凯奇中国  13032765.0   \n",
       " 27   5f8f98648dbe6273dcf8515508u.jpg            斯凯奇中国  13032765.0   \n",
       " 28   606ff339fd3cfa235c8a104e02u.png        某广州IT服务公司         NaN   \n",
       " 29   5f8f98648dbe6273dcf8515508u.jpg    广东环凯微生物科技有限公司   7932064.0   \n",
       " 30   5f8f986aea60860b75384fab08u.jpg         广州宝洁有限公司    873330.0   \n",
       " 31   5f8f9863f6d1ab58476f246a08u.jpg   上海华钦信息科技股份有限公司   8598051.0   \n",
       " 32   601baaab60c8320221e3c1d902u.png   上海汉得信息技术股份有限公司   8361671.0   \n",
       " 33   62fe2d4a95ee1c041432be7a05u.jpg  某广州大型食品/饮料/酒水公司         NaN   \n",
       " 34   5f8f9868f6d1ab58476f24a008u.jpg     嫚熙控股(广州)有限公司   9660700.0   \n",
       " 35  6321be3095ee1c04143439eb01u.jpeg       某国内大型快消品公司         NaN   \n",
       " 36   5f8f9863f6d1ab58476f246a08u.jpg        恩梯梯数据(中国)   6629285.0   \n",
       " 37   5f8f986779c7cc70efbf36c008u.jpg             广州百田    803274.0   \n",
       " 38   5f8f986bdfb13a7dee342f2108u.jpg  贝兰格投资咨询(广州)有限公司  12912133.0   \n",
       " 39   5f8f9863f6d1ab58476f246a08u.jpg        恩梯梯数据(中国)   6629285.0   \n",
       " \n",
       "    comp.compIndustry                    comp.compLogo  comp.compScale  \\\n",
       " 0            房地产开发经营  5bfe97f674719df0ac99562403a.png     5000-10000人   \n",
       " 1               电子商务  62fc68011daaa21b59c94d3305u.png        100-499人   \n",
       " 2           运营商/增值服务  5bfea3d874719d2aa34c9d1703a.png      1000-2000人   \n",
       " 3             贸易/进出口  6274ee6d04a5ff469b10880402u.png          50-99人   \n",
       " 4               人工智能  60a497de907306298575785f03u.png        100-499人   \n",
       " 5               人工智能  60a497de907306298575785f03u.png        100-499人   \n",
       " 6              机械/设备  60e2fe0bf3df194a3c48adb502u.png        500-999人   \n",
       " 7               IT服务  61b07937d0458d53c627567e02u.jpg        100-499人   \n",
       " 8               医疗器械  5c0dfd9f570cb120f184080203u.jpg     5000-10000人   \n",
       " 9               科技金融  5ef856aa543a971969df89b903u.jpg        100-499人   \n",
       " 10            贸易/进出口  6274ee6d04a5ff469b10880402u.png          50-99人   \n",
       " 11          食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png      2000-5000人   \n",
       " 12                日化  54d1e9c6712e7147fd813b3801a.png        10000人以上   \n",
       " 13              人工智能  60a497de907306298575785f03u.png        100-499人   \n",
       " 14              科技金融  5ef856aa543a971969df89b903u.jpg        100-499人   \n",
       " 15              医疗器械  60e2fe0bf3df194a3c48adb502u.png        10000人以上   \n",
       " 16              医疗器械  5952237b7032381b6822192505a.jpg     5000-10000人   \n",
       " 17          食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png        10000人以上   \n",
       " 18                制药  5bfe916674719d35745ad29703a.png      2000-5000人   \n",
       " 19              仪器仪表  60b831ef7cc07936e59f518306u.png        100-499人   \n",
       " 20               互联网  60e2fe0bf3df194a3c48adb502u.png                   \n",
       " 21              通信设备  5cc116c89fae687d43343d7308u.png     5000-10000人   \n",
       " 22            专业技术服务  59dc78457832e11b880f044c05a.png           1-49人   \n",
       " 23                日化  60e2fe0bf3df194a3c48adb502u.png      2000-5000人   \n",
       " 24             计算机软件  5bfe92c174719d9f609a7b9603a.png      2000-5000人   \n",
       " 25                制药  5bfe8edd74719d35745a548603a.png        100-499人   \n",
       " 26          服装/纺织/皮革  628c584cb244352e0e92248608u.png      2000-5000人   \n",
       " 27          服装/纺织/皮革  628c584cb244352e0e92248608u.png      2000-5000人   \n",
       " 28              IT服务  60e2fe0bf3df194a3c48adb502u.png        100-499人   \n",
       " 29                制药  5bfe8edd74719d35745a548603a.png        100-499人   \n",
       " 30                日化  54d1e9c6712e7147fd813b3801a.png        10000人以上   \n",
       " 31             计算机软件  59029b747032a701b89b8b7a04a.jpg      1000-2000人   \n",
       " 32               互联网  5ed700f4ec4db462f82e4ddf01u.png        10000人以上   \n",
       " 33          食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png     5000-10000人   \n",
       " 34               互联网  5f30a76e556e7a7b1280cc3006u.png      1000-2000人   \n",
       " 35                日化  60e2fe0bf3df194a3c48adb502u.png      2000-5000人   \n",
       " 36              IT服务  5bfea15d74719d2aa34c24f803a.png      2000-5000人   \n",
       " 37                游戏  5ff42565bebf7311a41e860005u.png        500-999人   \n",
       " 38              咨询服务  612f1b02303e5d0d667cd9bb06u.png          50-99人   \n",
       " 39              IT服务  5bfea15d74719d2aa34c24f803a.png      2000-5000人   \n",
       " \n",
       "                                    comp.link comp.compStage  \n",
       " 0    https://www.liepin.com/company/2250604/            NaN  \n",
       " 1    https://www.liepin.com/company/7891491/          融资未公开  \n",
       " 2    https://www.liepin.com/company/1103040/            NaN  \n",
       " 3    https://www.liepin.com/company/8112968/            NaN  \n",
       " 4    https://www.liepin.com/company/9491766/             C轮  \n",
       " 5    https://www.liepin.com/company/9491766/             C轮  \n",
       " 6                                                     融资未公开  \n",
       " 7   https://www.liepin.com/company/13315477/            NaN  \n",
       " 8    https://www.liepin.com/company/8916227/            NaN  \n",
       " 9   https://www.liepin.com/company/12219769/             其他  \n",
       " 10   https://www.liepin.com/company/8112968/            NaN  \n",
       " 11                                                    融资未公开  \n",
       " 12    https://www.liepin.com/company/873330/            NaN  \n",
       " 13   https://www.liepin.com/company/9491766/             C轮  \n",
       " 14  https://www.liepin.com/company/12219769/             其他  \n",
       " 15                                                    融资未公开  \n",
       " 16   https://www.liepin.com/company/8506529/            NaN  \n",
       " 17                                                    融资未公开  \n",
       " 18   https://www.liepin.com/company/8275623/           港股上市  \n",
       " 19  https://www.liepin.com/company/12773635/            NaN  \n",
       " 20                                                      NaN  \n",
       " 21   https://www.liepin.com/company/7863327/         沪深A股上市  \n",
       " 22   https://www.liepin.com/company/9283329/            NaN  \n",
       " 23                                                    融资未公开  \n",
       " 24   https://www.liepin.com/company/2664546/             其他  \n",
       " 25   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 26  https://www.liepin.com/company/13032765/            NaN  \n",
       " 27  https://www.liepin.com/company/13032765/            NaN  \n",
       " 28                                                      NaN  \n",
       " 29   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 30    https://www.liepin.com/company/873330/            NaN  \n",
       " 31   https://www.liepin.com/company/8598051/            NaN  \n",
       " 32   https://www.liepin.com/company/8361671/            已上市  \n",
       " 33                                                    融资未公开  \n",
       " 34   https://www.liepin.com/company/9660700/            NaN  \n",
       " 35                                                    融资未公开  \n",
       " 36   https://www.liepin.com/company/6629285/            NaN  \n",
       " 37    https://www.liepin.com/company/803274/            已上市  \n",
       " 38  https://www.liepin.com/company/12912133/          融资未公开  \n",
       " 39   https://www.liepin.com/company/6629285/            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2257326451%22%2C%22jobKind%2...   \n",
       " 1   %7B%22jobId%22%3A%2255739849%22%2C%22jobKind%2...   \n",
       " 2   %7B%22jobId%22%3A%2257754271%22%2C%22jobKind%2...   \n",
       " 3   %7B%22jobId%22%3A%2250965433%22%2C%22jobKind%2...   \n",
       " 4   %7B%22jobId%22%3A%2255703639%22%2C%22jobKind%2...   \n",
       " 5   %7B%22jobId%22%3A%2255703543%22%2C%22jobKind%2...   \n",
       " 6   %7B%22jobId%22%3A%2244053277%22%2C%22jobKind%2...   \n",
       " 7   %7B%22jobId%22%3A%2257679297%22%2C%22jobKind%2...   \n",
       " 8   %7B%22jobId%22%3A%2256689685%22%2C%22jobKind%2...   \n",
       " 9   %7B%22jobId%22%3A%2257270007%22%2C%22jobKind%2...   \n",
       " 10  %7B%22jobId%22%3A%2257794503%22%2C%22jobKind%2...   \n",
       " 11  %7B%22jobId%22%3A%2244113675%22%2C%22jobKind%2...   \n",
       " 12  %7B%22jobId%22%3A%2257001973%22%2C%22jobKind%2...   \n",
       " 13  %7B%22jobId%22%3A%2257223711%22%2C%22jobKind%2...   \n",
       " 14  %7B%22jobId%22%3A%2257632745%22%2C%22jobKind%2...   \n",
       " 15  %7B%22jobId%22%3A%2243492441%22%2C%22jobKind%2...   \n",
       " 16  %7B%22jobId%22%3A%2256876529%22%2C%22jobKind%2...   \n",
       " 17  %7B%22jobId%22%3A%2244978805%22%2C%22jobKind%2...   \n",
       " 18  %7B%22jobId%22%3A%2257157157%22%2C%22jobKind%2...   \n",
       " 19  %7B%22jobId%22%3A%2248604689%22%2C%22jobKind%2...   \n",
       " 20  %7B%22jobId%22%3A%2244709427%22%2C%22jobKind%2...   \n",
       " 21  %7B%22jobId%22%3A%2256295007%22%2C%22jobKind%2...   \n",
       " 22  %7B%22jobId%22%3A%2230477665%22%2C%22jobKind%2...   \n",
       " 23  %7B%22jobId%22%3A%2245187159%22%2C%22jobKind%2...   \n",
       " 24  %7B%22jobId%22%3A%2243037645%22%2C%22jobKind%2...   \n",
       " 25  %7B%22jobId%22%3A%2235923437%22%2C%22jobKind%2...   \n",
       " 26  %7B%22jobId%22%3A%2250466807%22%2C%22jobKind%2...   \n",
       " 27  %7B%22jobId%22%3A%2255829685%22%2C%22jobKind%2...   \n",
       " 28  %7B%22jobId%22%3A%2245253831%22%2C%22jobKind%2...   \n",
       " 29  %7B%22jobId%22%3A%2248554057%22%2C%22jobKind%2...   \n",
       " 30  %7B%22jobId%22%3A%2254145433%22%2C%22jobKind%2...   \n",
       " 31  %7B%22jobId%22%3A%2250173893%22%2C%22jobKind%2...   \n",
       " 32  %7B%22jobId%22%3A%2257403583%22%2C%22jobKind%2...   \n",
       " 33  %7B%22jobId%22%3A%2243309883%22%2C%22jobKind%2...   \n",
       " 34  %7B%22jobId%22%3A%2255992453%22%2C%22jobKind%2...   \n",
       " 35  %7B%22jobId%22%3A%2245177357%22%2C%22jobKind%2...   \n",
       " 36  %7B%22jobId%22%3A%2223154709%22%2C%22jobKind%2...   \n",
       " 37  %7B%22jobId%22%3A%2248905275%22%2C%22jobKind%2...   \n",
       " 38  %7B%22jobId%22%3A%2246626189%22%2C%22jobKind%2...   \n",
       " 39  %7B%22jobId%22%3A%2225415919%22%2C%22jobKind%2...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"7f4e7e8ef7261892f9139596f2e1a7af\",\"...   \n",
       " 1   {\"userId\":\"e1f6f5d863e248b1fa8b08c8dbd02957\",\"...   \n",
       " 2   {\"userId\":\"871518775391643a04bdffecc9c81011\",\"...   \n",
       " 3   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 4   {\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...   \n",
       " 5   {\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...   \n",
       " 6   {\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...   \n",
       " 7   {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   \n",
       " 8   {\"userId\":\"f08748e81b3b0757d734fc6b171fa589\",\"...   \n",
       " 9   {\"userId\":\"e1f6f5d863e248b1fa8b08c8dbd02957\",\"...   \n",
       " 10  {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 11  {\"userId\":\"ef813c13d17ddf72662825202deeb056\",\"...   \n",
       " 12  {\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"...   \n",
       " 13  {\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...   \n",
       " 14  {\"userId\":\"fcbe20e241c3fb89f50e0e7d6db6b154\",\"...   \n",
       " 15  {\"userId\":\"b61494f006ea807945c2c8b358b10fa1\",\"...   \n",
       " 16  {\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...   \n",
       " 17  {\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...   \n",
       " 18  {\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...   \n",
       " 19  {\"userId\":\"09129a3bc6f13614e4e32c50af3d5f75\",\"...   \n",
       " 20  {\"userId\":\"4df980208f61abaa845b1031e141f2ce\",\"...   \n",
       " 21  {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...   \n",
       " 22  {\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...   \n",
       " 23  {\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...   \n",
       " 24  {\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...   \n",
       " 25  {\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...   \n",
       " 26  {\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...   \n",
       " 27  {\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...   \n",
       " 28  {\"userId\":\"a94c79b32e2ac4b0b0a633f2b1b00a0c\",\"...   \n",
       " 29  {\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...   \n",
       " 30  {\"userId\":\"cd24cb737616cf6b537f73a32e6c2ba3\",\"...   \n",
       " 31  {\"userId\":\"a3c89b1765f955f21481c55033648d88\",\"...   \n",
       " 32  {\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...   \n",
       " 33  {\"userId\":\"7829c0aa95f568cada116b3e040ec67e\",\"...   \n",
       " 34  {\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...   \n",
       " 35  {\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...   \n",
       " 36  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " 37  {\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...   \n",
       " 38  {\"userId\":\"ffb961ad0561780d685123d92072146b\",\"...   \n",
       " 39  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " \n",
       "                                            job.labels job.jobId job.jobKind  \\\n",
       " 0      [AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]  57326451           2   \n",
       " 1       [财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]  55739849           2   \n",
       " 2    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]  57754271           2   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433           2   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...  55703639           2   \n",
       " 5   [平台产品, 数据产品, 客户端产品, 策略产品, 产品优化, 用户研究, 产品规划, 需求...  55703543           2   \n",
       " 6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...  44053277           1   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]  57679297           2   \n",
       " 8                                                  []  56689685           2   \n",
       " 9          [数据产品, 中台产品, 产品优化, 产品设计, 需求分析, 用户研究, 数据分析]  57270007           2   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  57794503           2   \n",
       " 11                                           [web端产品]  44113675           1   \n",
       " 12                                  [to C, 电子商务, 消费品]  57001973           2   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...  57223711           2   \n",
       " 14                                 [广告产品, 广告行业, 团队管理]  57632745           2   \n",
       " 15                                                 []  43492441           1   \n",
       " 16                                                 []  56876529           2   \n",
       " 17                                             [to C]  44978805           1   \n",
       " 18                                             [泌尿外科]  57157157           2   \n",
       " 19                                                 []  48604689           2   \n",
       " 20                                             [软件开发]  44709427           1   \n",
       " 21  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  56295007           2   \n",
       " 22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  30477665           2   \n",
       " 23                                   [化妆品, 消费品, 产品开发]  45187159           1   \n",
       " 24                                                 []  43037645           2   \n",
       " 25                                                 []  35923437           2   \n",
       " 26                                 [商品管理, 产品企划, 商品运营]  50466807           2   \n",
       " 27                                                 []  55829685           2   \n",
       " 28                                                 []  45253831           1   \n",
       " 29                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  48554057           2   \n",
       " 30              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]  54145433           2   \n",
       " 31                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]  50173893           2   \n",
       " 32  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...  57403583           2   \n",
       " 33                                                 []  43309883           1   \n",
       " 34                                             [品牌策划]  55992453           2   \n",
       " 35                                 [市场营销, 产品管理, 产品开发]  45177357           1   \n",
       " 36                                                 []  23154709           2   \n",
       " 37                                [产品优化, 二次元在研, 项目管理]  48905275           2   \n",
       " 38                                                 []  46626189           2   \n",
       " 39                                             [增长产品]  25415919           2   \n",
       " \n",
       "     job.topJob job.refreshTime                                     job.title  \\\n",
       " 0         True  20230412110555                                        IT产品经理   \n",
       " 1         True  20230413150830                                        支付产品经理   \n",
       " 2         True  20230412172946                                   产品经理-电信信息化部   \n",
       " 3        False  20230414103329                   产品经理（化妆品原料）/Product Manager   \n",
       " 4        False  20230228112317                                  自动驾驶产品经理（PM）   \n",
       " 5        False  20230228112317                                自动驾驶工具产品经理（PM）   \n",
       " 6        False  20230413094418                          产品经理/Product Manager   \n",
       " 7        False  20230410215438                           产品经理Product Manager   \n",
       " 8        False  20230303234707            Product Sales Manager MR 产品销售经理 广州   \n",
       " 9        False  20230413150830                                     产品经理（系统端）   \n",
       " 10       False  20230414103329                             助理产品经理（化妆品原料）/APM   \n",
       " 11       False  20230306145244                         AI应用产品经理/港资企业正编/双休WLB   \n",
       " 12       False  20230412111136                                      eWMS产品经理   \n",
       " 13       False  20230412190939                                  自动驾驶（硬件）产品经理   \n",
       " 14       False  20230413070420                               高级跨境产品经理（Yep品牌）   \n",
       " 15       False  20230412101855                                     产品销售经理-广州   \n",
       " 16       False  20230414113305                    Automation Product Manager   \n",
       " 17       False  20230413114524                          eWMS Product Manager   \n",
       " 18       False  20230321153342                                        医药产品经理   \n",
       " 19       False  20230301100715                                        助理产品经理   \n",
       " 20       False  20230324111137                                          产品经理   \n",
       " 21       False  20230221094711                                 产品经理（企业数字化转型）   \n",
       " 22       False  20230413103006                                          产品经理   \n",
       " 23       False  20230411142619  Assistant Product Manager / Product Manager    \n",
       " 24       False  20210913204744                                        数码产品经理   \n",
       " 25       False  20220319162445                                  产品经理（工业消洗产品）   \n",
       " 26       False  20221116184947                         产品经理-产品企划（鞋类）(J13091)   \n",
       " 27       False  20230206112123                             产品经理-产品企划(J13606)   \n",
       " 28       False  20230413092954                                          产品经理   \n",
       " 29       False  20230411104123                          微生物检测产品经理（制药或食品行业方向）   \n",
       " 30       False  20230414104936                          eWMS Product Manager   \n",
       " 31       False  20230324093022                                            PM   \n",
       " 32       False  20230329180701                        CRM实施顾问&项目经理PM(J12971)   \n",
       " 33       False  20230208175714                               Product Manager   \n",
       " 34       False  20230412154954                                        产品策划经理   \n",
       " 35       False  20230413101755                              Product Manager    \n",
       " 36       False  20200728103437                                        数字营销PM   \n",
       " 37       False  20220928174530                        项目发行PM（二次元） (MJ000855)   \n",
       " 38       False  20220215115047                               Product Manager   \n",
       " 39       False  20210615114605                                          活动PM   \n",
       " \n",
       "     job.salary  job.dq  ... recruiter.imUserType  \\\n",
       " 0       20-26k  广州-越秀区  ...                    2   \n",
       " 1       15-20k  广州-天河区  ...                    2   \n",
       " 2    8-12k·13薪  广州-天河区  ...                    2   \n",
       " 3         薪资面议  广州-天河区  ...                    2   \n",
       " 4       25-35k  广州-海珠区  ...                    2   \n",
       " 5       25-35k  广州-海珠区  ...                    2   \n",
       " 6       20-30k      广州  ...                    2   \n",
       " 7       20-25k  广州-番禺区  ...                    2   \n",
       " 8         薪资面议  广州-越秀区  ...                    2   \n",
       " 9       14-18k  广州-天河区  ...                    2   \n",
       " 10        薪资面议  广州-天河区  ...                    2   \n",
       " 11  15-24k·13薪  广州-白云区  ...                    2   \n",
       " 12  20-40k·14薪  广州-天河区  ...                    2   \n",
       " 13  25-50k·15薪      广州  ...                    2   \n",
       " 14      25-35k      广州  ...                    2   \n",
       " 15  20-40k·16薪      广州  ...                    2   \n",
       " 16  20-40k·13薪  广州-天河区  ...                    2   \n",
       " 17  20-40k·15薪      广州  ...                    2   \n",
       " 18  25-30k·14薪  广州-越秀区  ...                    2   \n",
       " 19  15-25k·13薪  广州-黄埔区  ...                    2   \n",
       " 20  25-35k·14薪      广州  ...                    2   \n",
       " 21       6-10k  广州-天河区  ...                    2   \n",
       " 22  18-40k·14薪  广州-越秀区  ...                    2   \n",
       " 23  18-30k·13薪      广州  ...                    2   \n",
       " 24        薪资面议      广州  ...                    2   \n",
       " 25      12-30k      广州  ...                    2   \n",
       " 26  14-28k·16薪  广州-天河区  ...                    2   \n",
       " 27      15-25k  广州-天河区  ...                    2   \n",
       " 28      20-30k      广州  ...                    2   \n",
       " 29  15-20k·20薪  广州-黄埔区  ...                    2   \n",
       " 30        薪资面议  广州-天河区  ...                    2   \n",
       " 31  17-30k·13薪  广州-天河区  ...                    2   \n",
       " 32      11-22k  广州-番禺区  ...                    2   \n",
       " 33  30-40k·13薪  广州-天河区  ...                    2   \n",
       " 34      15-25k  广州-白云区  ...                    2   \n",
       " 35      25-30k      广州  ...                    2   \n",
       " 36        薪资面议  广州-天河区  ...                    2   \n",
       " 37  20-28k·13薪  广州-天河区  ...                    2   \n",
       " 38   8-16k·13薪  广州-天河区  ...                    2   \n",
       " 39        薪资面议      广州  ...                    2   \n",
       " \n",
       "             recruiter.recruiterPhoto             recruiter.recruiterId  \\\n",
       " 0    5f8f9865ea60860b75384fa508u.jpg  7f4e7e8ef7261892f9139596f2e1a7af   \n",
       " 1    5f8f9868f6d1ab58476f24a008u.jpg  e1f6f5d863e248b1fa8b08c8dbd02957   \n",
       " 2    571885ea45ce00977366da9105a.jpg  871518775391643a04bdffecc9c81011   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg  7da08eb2dc102f58400ecda04a611db0   \n",
       " 5    5f8f986bdfb13a7dee342f2108u.jpg  7da08eb2dc102f58400ecda04a611db0   \n",
       " 6    5cb81b959fae687d43164cca03u.jpg  1ddf52f28236620a73d520f2e8bd293b   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg  74207202b9a1882cbe061eb681f898fc   \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg  f08748e81b3b0757d734fc6b171fa589   \n",
       " 9    5f8f9868f6d1ab58476f24a008u.jpg  e1f6f5d863e248b1fa8b08c8dbd02957   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg  14799e1bef289c70aa9b550257de7ea8   \n",
       " 11   62c6abbf1551f613ff3fa49a08u.png  ef813c13d17ddf72662825202deeb056   \n",
       " 12   63a9534728c57209b0f4aa0505u.png  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       " 13   63a46574fd38b10039f0b94b05u.png  1147dd557533b4567e1472c76bc04ebd   \n",
       " 14   5f8f986c79c7cc70efbf36c808u.jpg  fcbe20e241c3fb89f50e0e7d6db6b154   \n",
       " 15   5f8fa3bdea60860b75385c7e08u.png  b61494f006ea807945c2c8b358b10fa1   \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 17   62f7aab56555120790d6013103u.png  ec2448066ad5cdf94f25083a3243b675   \n",
       " 18   5f8f986aea60860b75384fab08u.jpg  22ab2b1a88769c3259935c280d474240   \n",
       " 19   5f8f9865ea60860b75384fa508u.jpg  09129a3bc6f13614e4e32c50af3d5f75   \n",
       " 20   62805e7707a1d17a9af2abd001u.jpg  4df980208f61abaa845b1031e141f2ce   \n",
       " 21   5f8f9868f6d1ab58476f24a008u.jpg  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 22   5f8f9865ea60860b75384fa508u.jpg  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 23   6100c9081d756a75997a266703u.jpg  375a1dfe17607510a0693c119d820cfb   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 25   5f8f9863f6d1ab58476f246a08u.jpg  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 26   5f8f9868f6d1ab58476f24a008u.jpg  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 27   5f8f98648dbe6273dcf8515508u.jpg  308332da68f592edf82050c4b8bff969   \n",
       " 28   606ff339fd3cfa235c8a104e02u.png  a94c79b32e2ac4b0b0a633f2b1b00a0c   \n",
       " 29   5f8f98648dbe6273dcf8515508u.jpg  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 30   5f8f986aea60860b75384fab08u.jpg  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       " 31   5f8f9863f6d1ab58476f246a08u.jpg  a3c89b1765f955f21481c55033648d88   \n",
       " 32   601baaab60c8320221e3c1d902u.png  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 33   62fe2d4a95ee1c041432be7a05u.jpg  7829c0aa95f568cada116b3e040ec67e   \n",
       " 34   5f8f9868f6d1ab58476f24a008u.jpg  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 35  6321be3095ee1c04143439eb01u.jpeg  47227c6fbfcd952686963be95b15422d   \n",
       " 36   5f8f9863f6d1ab58476f246a08u.jpg  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 37   5f8f986779c7cc70efbf36c008u.jpg  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 38   5f8f986bdfb13a7dee342f2108u.jpg  ffb961ad0561780d685123d92072146b   \n",
       " 39   5f8f9863f6d1ab58476f246a08u.jpg  e8c70da123d6c7e1efcb8675c412f368   \n",
       " \n",
       "       comp.compName                    comp.compLogo comp.compId  \\\n",
       " 0      时代中国控股集团有限公司  5bfe97f674719df0ac99562403a.png   2250604.0   \n",
       " 1              全民钱包  5ef856aa543a971969df89b903u.jpg  12219769.0   \n",
       " 2             中数通信息  5bfea3d874719d2aa34c9d1703a.png   1103040.0   \n",
       " 3              仙婷集团  6274ee6d04a5ff469b10880402u.png   8112968.0   \n",
       " 4        文远知行WeRide  60a497de907306298575785f03u.png   9491766.0   \n",
       " 5        文远知行WeRide  60a497de907306298575785f03u.png   9491766.0   \n",
       " 6      某广州大型机械/设备公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 7    广州市新目标电子商务有限公司  61b07937d0458d53c627567e02u.jpg  13315477.0   \n",
       " 8           西门子医疗系统  5c0dfd9f570cb120f184080203u.jpg   8916227.0   \n",
       " 9              全民钱包  5ef856aa543a971969df89b903u.jpg  12219769.0   \n",
       " 10             仙婷集团  6274ee6d04a5ff469b10880402u.png   8112968.0   \n",
       " 11  某国内大型食品/饮料/日化公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 12         广州宝洁有限公司  54d1e9c6712e7147fd813b3801a.png    873330.0   \n",
       " 13       文远知行WeRide  60a497de907306298575785f03u.png   9491766.0   \n",
       " 14     广州麦优网络科技有限公司  62fc68011daaa21b59c94d3305u.png   7891491.0   \n",
       " 15      某上海大型医疗器械公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 16              丹纳赫  5952237b7032381b6822192505a.jpg   8506529.0   \n",
       " 17  某广州大型食品/饮料/酒水公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 18             康方生物  5bfe916674719d35745ad29703a.png   8275623.0   \n",
       " 19     索恩照明(广州)有限公司  60b831ef7cc07936e59f518306u.png  12773635.0   \n",
       " 20         某广州互联网公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 21             润建股份  5cc116c89fae687d43343d7308u.png   7863327.0   \n",
       " 22     即能科技(广州)有限公司  59dc78457832e11b880f044c05a.png   9283329.0   \n",
       " 23        某国内大型日化公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 24             汇丰软件  5bfe92c174719d9f609a7b9603a.png   2664546.0   \n",
       " 25    广东环凯微生物科技有限公司  5bfe8edd74719d35745a548603a.png   7932064.0   \n",
       " 26            斯凯奇中国  628c584cb244352e0e92248608u.png  13032765.0   \n",
       " 27            斯凯奇中国  628c584cb244352e0e92248608u.png  13032765.0   \n",
       " 28        某广州IT服务公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 29    广东环凯微生物科技有限公司  5bfe8edd74719d35745a548603a.png   7932064.0   \n",
       " 30         广州宝洁有限公司  54d1e9c6712e7147fd813b3801a.png    873330.0   \n",
       " 31   上海华钦信息科技股份有限公司  59029b747032a701b89b8b7a04a.jpg   8598051.0   \n",
       " 32   上海汉得信息技术股份有限公司  5ed700f4ec4db462f82e4ddf01u.png   8361671.0   \n",
       " 33  某广州大型食品/饮料/酒水公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 34     嫚熙控股(广州)有限公司  5f30a76e556e7a7b1280cc3006u.png   9660700.0   \n",
       " 35       某国内大型快消品公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 36        恩梯梯数据(中国)  5bfea15d74719d2aa34c24f803a.png   6629285.0   \n",
       " 37             广州百田  5ff42565bebf7311a41e860005u.png    803274.0   \n",
       " 38  贝兰格投资咨询(广州)有限公司  612f1b02303e5d0d667cd9bb06u.png  12912133.0   \n",
       " 39        恩梯梯数据(中国)  5bfea15d74719d2aa34c24f803a.png   6629285.0   \n",
       " \n",
       "    comp.compScale comp.compIndustry                                 comp.link  \\\n",
       " 0     5000-10000人           房地产开发经营   https://www.liepin.com/company/2250604/   \n",
       " 1        100-499人              科技金融  https://www.liepin.com/company/12219769/   \n",
       " 2      1000-2000人          运营商/增值服务   https://www.liepin.com/company/1103040/   \n",
       " 3          50-99人            贸易/进出口   https://www.liepin.com/company/8112968/   \n",
       " 4        100-499人              人工智能   https://www.liepin.com/company/9491766/   \n",
       " 5        100-499人              人工智能   https://www.liepin.com/company/9491766/   \n",
       " 6        500-999人             机械/设备                                             \n",
       " 7        100-499人              IT服务  https://www.liepin.com/company/13315477/   \n",
       " 8     5000-10000人              医疗器械   https://www.liepin.com/company/8916227/   \n",
       " 9        100-499人              科技金融  https://www.liepin.com/company/12219769/   \n",
       " 10         50-99人            贸易/进出口   https://www.liepin.com/company/8112968/   \n",
       " 11     2000-5000人          食品/饮料/酒水                                             \n",
       " 12       10000人以上                日化    https://www.liepin.com/company/873330/   \n",
       " 13       100-499人              人工智能   https://www.liepin.com/company/9491766/   \n",
       " 14       100-499人              电子商务   https://www.liepin.com/company/7891491/   \n",
       " 15       10000人以上              医疗器械                                             \n",
       " 16    5000-10000人              医疗器械   https://www.liepin.com/company/8506529/   \n",
       " 17       10000人以上          食品/饮料/酒水                                             \n",
       " 18     2000-5000人                制药   https://www.liepin.com/company/8275623/   \n",
       " 19       100-499人              仪器仪表  https://www.liepin.com/company/12773635/   \n",
       " 20                              互联网                                             \n",
       " 21    5000-10000人              通信设备   https://www.liepin.com/company/7863327/   \n",
       " 22          1-49人            专业技术服务   https://www.liepin.com/company/9283329/   \n",
       " 23     2000-5000人                日化                                             \n",
       " 24     2000-5000人             计算机软件   https://www.liepin.com/company/2664546/   \n",
       " 25       100-499人                制药   https://www.liepin.com/company/7932064/   \n",
       " 26     2000-5000人          服装/纺织/皮革  https://www.liepin.com/company/13032765/   \n",
       " 27     2000-5000人          服装/纺织/皮革  https://www.liepin.com/company/13032765/   \n",
       " 28       100-499人              IT服务                                             \n",
       " 29       100-499人                制药   https://www.liepin.com/company/7932064/   \n",
       " 30       10000人以上                日化    https://www.liepin.com/company/873330/   \n",
       " 31     1000-2000人             计算机软件   https://www.liepin.com/company/8598051/   \n",
       " 32       10000人以上               互联网   https://www.liepin.com/company/8361671/   \n",
       " 33    5000-10000人          食品/饮料/酒水                                             \n",
       " 34     1000-2000人               互联网   https://www.liepin.com/company/9660700/   \n",
       " 35     2000-5000人                日化                                             \n",
       " 36     2000-5000人              IT服务   https://www.liepin.com/company/6629285/   \n",
       " 37       500-999人                游戏    https://www.liepin.com/company/803274/   \n",
       " 38         50-99人              咨询服务  https://www.liepin.com/company/12912133/   \n",
       " 39     2000-5000人              IT服务   https://www.liepin.com/company/6629285/   \n",
       " \n",
       "     comp.compStage  \n",
       " 0              NaN  \n",
       " 1               其他  \n",
       " 2              NaN  \n",
       " 3              NaN  \n",
       " 4               C轮  \n",
       " 5               C轮  \n",
       " 6            融资未公开  \n",
       " 7              NaN  \n",
       " 8              NaN  \n",
       " 9               其他  \n",
       " 10             NaN  \n",
       " 11           融资未公开  \n",
       " 12             NaN  \n",
       " 13              C轮  \n",
       " 14           融资未公开  \n",
       " 15           融资未公开  \n",
       " 16             NaN  \n",
       " 17           融资未公开  \n",
       " 18            港股上市  \n",
       " 19             NaN  \n",
       " 20             NaN  \n",
       " 21          沪深A股上市  \n",
       " 22             NaN  \n",
       " 23           融资未公开  \n",
       " 24              其他  \n",
       " 25           融资未公开  \n",
       " 26             NaN  \n",
       " 27             NaN  \n",
       " 28             NaN  \n",
       " 29           融资未公开  \n",
       " 30             NaN  \n",
       " 31             NaN  \n",
       " 32             已上市  \n",
       " 33           融资未公开  \n",
       " 34             NaN  \n",
       " 35           融资未公开  \n",
       " 36             NaN  \n",
       " 37             已上市  \n",
       " 38           融资未公开  \n",
       " 39             NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
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       " 21  {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...   \n",
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       " 28  {\"userId\":\"a94c79b32e2ac4b0b0a633f2b1b00a0c\",\"...   \n",
       " 29  {\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...   \n",
       " 30  {\"userId\":\"cd24cb737616cf6b537f73a32e6c2ba3\",\"...   \n",
       " 31  {\"userId\":\"a3c89b1765f955f21481c55033648d88\",\"...   \n",
       " 32  {\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...   \n",
       " 33  {\"userId\":\"7829c0aa95f568cada116b3e040ec67e\",\"...   \n",
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       " 39  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " \n",
       "                                              dataInfo  \\\n",
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       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            job.labels job.jobKind job.jobId  \\\n",
       " 0      [AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]           2  57326451   \n",
       " 1       [财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]           2  55739849   \n",
       " 2    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]           2  57754271   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...           2  50965433   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...           2  55703639   \n",
       " 5   [平台产品, 数据产品, 客户端产品, 策略产品, 产品优化, 用户研究, 产品规划, 需求...           2  55703543   \n",
       " 6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...           1  44053277   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]           2  57679297   \n",
       " 8                                                  []           2  56689685   \n",
       " 9          [数据产品, 中台产品, 产品优化, 产品设计, 需求分析, 用户研究, 数据分析]           2  57270007   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...           2  57794503   \n",
       " 11                                           [web端产品]           1  44113675   \n",
       " 12                                  [to C, 电子商务, 消费品]           2  57001973   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...           2  57223711   \n",
       " 14                                 [广告产品, 广告行业, 团队管理]           2  57632745   \n",
       " 15                                                 []           1  43492441   \n",
       " 16                                                 []           2  56876529   \n",
       " 17                                             [to C]           1  44978805   \n",
       " 18                                             [泌尿外科]           2  57157157   \n",
       " 19                                                 []           2  48604689   \n",
       " 20                                             [软件开发]           1  44709427   \n",
       " 21  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...           2  56295007   \n",
       " 22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...           2  30477665   \n",
       " 23                                   [化妆品, 消费品, 产品开发]           1  45187159   \n",
       " 24                                                 []           2  43037645   \n",
       " 25                                                 []           2  35923437   \n",
       " 26                                 [商品管理, 产品企划, 商品运营]           2  50466807   \n",
       " 27                                                 []           2  55829685   \n",
       " 28                                                 []           1  45253831   \n",
       " 29                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]           2  48554057   \n",
       " 30              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]           2  54145433   \n",
       " 31                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]           2  50173893   \n",
       " 32  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...           2  57403583   \n",
       " 33                                                 []           1  43309883   \n",
       " 34                                             [品牌策划]           2  55992453   \n",
       " 35                                 [市场营销, 产品管理, 产品开发]           1  45177357   \n",
       " 36                                                 []           2  23154709   \n",
       " 37                                [产品优化, 二次元在研, 项目管理]           2  48905275   \n",
       " 38                                                 []           2  46626189   \n",
       " 39                                             [增长产品]           2  25415919   \n",
       " \n",
       "     job.topJob  job.advViewFlag                                     job.title  \\\n",
       " 0         True             True                                        IT产品经理   \n",
       " 1         True             True                                        支付产品经理   \n",
       " 2         True             True                                   产品经理-电信信息化部   \n",
       " 3        False            False                   产品经理（化妆品原料）/Product Manager   \n",
       " 4        False            False                                  自动驾驶产品经理（PM）   \n",
       " 5        False            False                                自动驾驶工具产品经理（PM）   \n",
       " 6        False            False                          产品经理/Product Manager   \n",
       " 7        False            False                           产品经理Product Manager   \n",
       " 8        False            False            Product Sales Manager MR 产品销售经理 广州   \n",
       " 9        False            False                                     产品经理（系统端）   \n",
       " 10       False            False                             助理产品经理（化妆品原料）/APM   \n",
       " 11       False            False                         AI应用产品经理/港资企业正编/双休WLB   \n",
       " 12       False            False                                      eWMS产品经理   \n",
       " 13       False            False                                  自动驾驶（硬件）产品经理   \n",
       " 14       False            False                               高级跨境产品经理（Yep品牌）   \n",
       " 15       False            False                                     产品销售经理-广州   \n",
       " 16       False            False                    Automation Product Manager   \n",
       " 17       False            False                          eWMS Product Manager   \n",
       " 18       False            False                                        医药产品经理   \n",
       " 19       False            False                                        助理产品经理   \n",
       " 20       False            False                                          产品经理   \n",
       " 21       False            False                                 产品经理（企业数字化转型）   \n",
       " 22       False            False                                          产品经理   \n",
       " 23       False            False  Assistant Product Manager / Product Manager    \n",
       " 24       False            False                                        数码产品经理   \n",
       " 25       False            False                                  产品经理（工业消洗产品）   \n",
       " 26       False            False                         产品经理-产品企划（鞋类）(J13091)   \n",
       " 27       False            False                             产品经理-产品企划(J13606)   \n",
       " 28       False            False                                          产品经理   \n",
       " 29       False            False                          微生物检测产品经理（制药或食品行业方向）   \n",
       " 30       False            False                          eWMS Product Manager   \n",
       " 31       False            False                                            PM   \n",
       " 32       False            False                        CRM实施顾问&项目经理PM(J12971)   \n",
       " 33       False            False                               Product Manager   \n",
       " 34       False            False                                        产品策划经理   \n",
       " 35       False            False                              Product Manager    \n",
       " 36       False            False                                        数字营销PM   \n",
       " 37       False            False                        项目发行PM（二次元） (MJ000855)   \n",
       " 38       False            False                               Product Manager   \n",
       " 39       False            False                                          活动PM   \n",
       " \n",
       "     job.salary  job.dq  ... recruiter.imUserType recruiter.chatted  \\\n",
       " 0       20-26k  广州-越秀区  ...                    2             False   \n",
       " 1       15-20k  广州-天河区  ...                    2             False   \n",
       " 2    8-12k·13薪  广州-天河区  ...                    2             False   \n",
       " 3         薪资面议  广州-天河区  ...                    2             False   \n",
       " 4       25-35k  广州-海珠区  ...                    2             False   \n",
       " 5       25-35k  广州-海珠区  ...                    2             False   \n",
       " 6       20-30k      广州  ...                    2             False   \n",
       " 7       20-25k  广州-番禺区  ...                    2             False   \n",
       " 8         薪资面议  广州-越秀区  ...                    2             False   \n",
       " 9       14-18k  广州-天河区  ...                    2             False   \n",
       " 10        薪资面议  广州-天河区  ...                    2             False   \n",
       " 11  15-24k·13薪  广州-白云区  ...                    2             False   \n",
       " 12  20-40k·14薪  广州-天河区  ...                    2             False   \n",
       " 13  25-50k·15薪      广州  ...                    2             False   \n",
       " 14      25-35k      广州  ...                    2             False   \n",
       " 15  20-40k·16薪      广州  ...                    2             False   \n",
       " 16  20-40k·13薪  广州-天河区  ...                    2             False   \n",
       " 17  20-40k·15薪      广州  ...                    2             False   \n",
       " 18  25-30k·14薪  广州-越秀区  ...                    2             False   \n",
       " 19  15-25k·13薪  广州-黄埔区  ...                    2             False   \n",
       " 20  25-35k·14薪      广州  ...                    2             False   \n",
       " 21       6-10k  广州-天河区  ...                    2             False   \n",
       " 22  18-40k·14薪  广州-越秀区  ...                    2             False   \n",
       " 23  18-30k·13薪      广州  ...                    2             False   \n",
       " 24        薪资面议      广州  ...                    2             False   \n",
       " 25      12-30k      广州  ...                    2             False   \n",
       " 26  14-28k·16薪  广州-天河区  ...                    2             False   \n",
       " 27      15-25k  广州-天河区  ...                    2             False   \n",
       " 28      20-30k      广州  ...                    2             False   \n",
       " 29  15-20k·20薪  广州-黄埔区  ...                    2             False   \n",
       " 30        薪资面议  广州-天河区  ...                    2             False   \n",
       " 31  17-30k·13薪  广州-天河区  ...                    2             False   \n",
       " 32      11-22k  广州-番禺区  ...                    2             False   \n",
       " 33  30-40k·13薪  广州-天河区  ...                    2             False   \n",
       " 34      15-25k  广州-白云区  ...                    2             False   \n",
       " 35      25-30k      广州  ...                    2             False   \n",
       " 36        薪资面议  广州-天河区  ...                    2             False   \n",
       " 37  20-28k·13薪  广州-天河区  ...                    2             False   \n",
       " 38   8-16k·13薪  广州-天河区  ...                    2             False   \n",
       " 39        薪资面议      广州  ...                    2             False   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compIndustry  \\\n",
       " 0    5f8f9865ea60860b75384fa508u.jpg           房地产开发经营   \n",
       " 1    5f8f9868f6d1ab58476f24a008u.jpg              科技金融   \n",
       " 2    571885ea45ce00977366da9105a.jpg          运营商/增值服务   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口   \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg              人工智能   \n",
       " 5    5f8f986bdfb13a7dee342f2108u.jpg              人工智能   \n",
       " 6    5cb81b959fae687d43164cca03u.jpg             机械/设备   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg              IT服务   \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg              医疗器械   \n",
       " 9    5f8f9868f6d1ab58476f24a008u.jpg              科技金融   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口   \n",
       " 11   62c6abbf1551f613ff3fa49a08u.png          食品/饮料/酒水   \n",
       " 12   63a9534728c57209b0f4aa0505u.png                日化   \n",
       " 13   63a46574fd38b10039f0b94b05u.png              人工智能   \n",
       " 14   5f8f986c79c7cc70efbf36c808u.jpg              电子商务   \n",
       " 15   5f8fa3bdea60860b75385c7e08u.png              医疗器械   \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg              医疗器械   \n",
       " 17   62f7aab56555120790d6013103u.png          食品/饮料/酒水   \n",
       " 18   5f8f986aea60860b75384fab08u.jpg                制药   \n",
       " 19   5f8f9865ea60860b75384fa508u.jpg              仪器仪表   \n",
       " 20   62805e7707a1d17a9af2abd001u.jpg               互联网   \n",
       " 21   5f8f9868f6d1ab58476f24a008u.jpg              通信设备   \n",
       " 22   5f8f9865ea60860b75384fa508u.jpg            专业技术服务   \n",
       " 23   6100c9081d756a75997a266703u.jpg                日化   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg             计算机软件   \n",
       " 25   5f8f9863f6d1ab58476f246a08u.jpg                制药   \n",
       " 26   5f8f9868f6d1ab58476f24a008u.jpg          服装/纺织/皮革   \n",
       " 27   5f8f98648dbe6273dcf8515508u.jpg          服装/纺织/皮革   \n",
       " 28   606ff339fd3cfa235c8a104e02u.png              IT服务   \n",
       " 29   5f8f98648dbe6273dcf8515508u.jpg                制药   \n",
       " 30   5f8f986aea60860b75384fab08u.jpg                日化   \n",
       " 31   5f8f9863f6d1ab58476f246a08u.jpg             计算机软件   \n",
       " 32   601baaab60c8320221e3c1d902u.png               互联网   \n",
       " 33   62fe2d4a95ee1c041432be7a05u.jpg          食品/饮料/酒水   \n",
       " 34   5f8f9868f6d1ab58476f24a008u.jpg               互联网   \n",
       " 35  6321be3095ee1c04143439eb01u.jpeg                日化   \n",
       " 36   5f8f9863f6d1ab58476f246a08u.jpg              IT服务   \n",
       " 37   5f8f986779c7cc70efbf36c008u.jpg                游戏   \n",
       " 38   5f8f986bdfb13a7dee342f2108u.jpg              咨询服务   \n",
       " 39   5f8f9863f6d1ab58476f246a08u.jpg              IT服务   \n",
       " \n",
       "                       comp.compLogo    comp.compName comp.compId  \\\n",
       " 0   5bfe97f674719df0ac99562403a.png     时代中国控股集团有限公司   2250604.0   \n",
       " 1   5ef856aa543a971969df89b903u.jpg             全民钱包  12219769.0   \n",
       " 2   5bfea3d874719d2aa34c9d1703a.png            中数通信息   1103040.0   \n",
       " 3   6274ee6d04a5ff469b10880402u.png             仙婷集团   8112968.0   \n",
       " 4   60a497de907306298575785f03u.png       文远知行WeRide   9491766.0   \n",
       " 5   60a497de907306298575785f03u.png       文远知行WeRide   9491766.0   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png     某广州大型机械/设备公司         NaN   \n",
       " 7   61b07937d0458d53c627567e02u.jpg   广州市新目标电子商务有限公司  13315477.0   \n",
       " 8   5c0dfd9f570cb120f184080203u.jpg          西门子医疗系统   8916227.0   \n",
       " 9   5ef856aa543a971969df89b903u.jpg             全民钱包  12219769.0   \n",
       " 10  6274ee6d04a5ff469b10880402u.png             仙婷集团   8112968.0   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png  某国内大型食品/饮料/日化公司         NaN   \n",
       " 12  54d1e9c6712e7147fd813b3801a.png         广州宝洁有限公司    873330.0   \n",
       " 13  60a497de907306298575785f03u.png       文远知行WeRide   9491766.0   \n",
       " 14  62fc68011daaa21b59c94d3305u.png     广州麦优网络科技有限公司   7891491.0   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png      某上海大型医疗器械公司         NaN   \n",
       " 16  5952237b7032381b6822192505a.jpg              丹纳赫   8506529.0   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png  某广州大型食品/饮料/酒水公司         NaN   \n",
       " 18  5bfe916674719d35745ad29703a.png             康方生物   8275623.0   \n",
       " 19  60b831ef7cc07936e59f518306u.png     索恩照明(广州)有限公司  12773635.0   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png         某广州互联网公司         NaN   \n",
       " 21  5cc116c89fae687d43343d7308u.png             润建股份   7863327.0   \n",
       " 22  59dc78457832e11b880f044c05a.png     即能科技(广州)有限公司   9283329.0   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png        某国内大型日化公司         NaN   \n",
       " 24  5bfe92c174719d9f609a7b9603a.png             汇丰软件   2664546.0   \n",
       " 25  5bfe8edd74719d35745a548603a.png    广东环凯微生物科技有限公司   7932064.0   \n",
       " 26  628c584cb244352e0e92248608u.png            斯凯奇中国  13032765.0   \n",
       " 27  628c584cb244352e0e92248608u.png            斯凯奇中国  13032765.0   \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png        某广州IT服务公司         NaN   \n",
       " 29  5bfe8edd74719d35745a548603a.png    广东环凯微生物科技有限公司   7932064.0   \n",
       " 30  54d1e9c6712e7147fd813b3801a.png         广州宝洁有限公司    873330.0   \n",
       " 31  59029b747032a701b89b8b7a04a.jpg   上海华钦信息科技股份有限公司   8598051.0   \n",
       " 32  5ed700f4ec4db462f82e4ddf01u.png   上海汉得信息技术股份有限公司   8361671.0   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png  某广州大型食品/饮料/酒水公司         NaN   \n",
       " 34  5f30a76e556e7a7b1280cc3006u.png     嫚熙控股(广州)有限公司   9660700.0   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png       某国内大型快消品公司         NaN   \n",
       " 36  5bfea15d74719d2aa34c24f803a.png        恩梯梯数据(中国)   6629285.0   \n",
       " 37  5ff42565bebf7311a41e860005u.png             广州百田    803274.0   \n",
       " 38  612f1b02303e5d0d667cd9bb06u.png  贝兰格投资咨询(广州)有限公司  12912133.0   \n",
       " 39  5bfea15d74719d2aa34c24f803a.png        恩梯梯数据(中国)   6629285.0   \n",
       " \n",
       "    comp.compScale                                 comp.link comp.compStage  \n",
       " 0     5000-10000人   https://www.liepin.com/company/2250604/            NaN  \n",
       " 1        100-499人  https://www.liepin.com/company/12219769/             其他  \n",
       " 2      1000-2000人   https://www.liepin.com/company/1103040/            NaN  \n",
       " 3          50-99人   https://www.liepin.com/company/8112968/            NaN  \n",
       " 4        100-499人   https://www.liepin.com/company/9491766/             C轮  \n",
       " 5        100-499人   https://www.liepin.com/company/9491766/             C轮  \n",
       " 6        500-999人                                                    融资未公开  \n",
       " 7        100-499人  https://www.liepin.com/company/13315477/            NaN  \n",
       " 8     5000-10000人   https://www.liepin.com/company/8916227/            NaN  \n",
       " 9        100-499人  https://www.liepin.com/company/12219769/             其他  \n",
       " 10         50-99人   https://www.liepin.com/company/8112968/            NaN  \n",
       " 11     2000-5000人                                                    融资未公开  \n",
       " 12       10000人以上    https://www.liepin.com/company/873330/            NaN  \n",
       " 13       100-499人   https://www.liepin.com/company/9491766/             C轮  \n",
       " 14       100-499人   https://www.liepin.com/company/7891491/          融资未公开  \n",
       " 15       10000人以上                                                    融资未公开  \n",
       " 16    5000-10000人   https://www.liepin.com/company/8506529/            NaN  \n",
       " 17       10000人以上                                                    融资未公开  \n",
       " 18     2000-5000人   https://www.liepin.com/company/8275623/           港股上市  \n",
       " 19       100-499人  https://www.liepin.com/company/12773635/            NaN  \n",
       " 20                                                                     NaN  \n",
       " 21    5000-10000人   https://www.liepin.com/company/7863327/         沪深A股上市  \n",
       " 22          1-49人   https://www.liepin.com/company/9283329/            NaN  \n",
       " 23     2000-5000人                                                    融资未公开  \n",
       " 24     2000-5000人   https://www.liepin.com/company/2664546/             其他  \n",
       " 25       100-499人   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 26     2000-5000人  https://www.liepin.com/company/13032765/            NaN  \n",
       " 27     2000-5000人  https://www.liepin.com/company/13032765/            NaN  \n",
       " 28       100-499人                                                      NaN  \n",
       " 29       100-499人   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 30       10000人以上    https://www.liepin.com/company/873330/            NaN  \n",
       " 31     1000-2000人   https://www.liepin.com/company/8598051/            NaN  \n",
       " 32       10000人以上   https://www.liepin.com/company/8361671/            已上市  \n",
       " 33    5000-10000人                                                    融资未公开  \n",
       " 34     1000-2000人   https://www.liepin.com/company/9660700/            NaN  \n",
       " 35     2000-5000人                                                    融资未公开  \n",
       " 36     2000-5000人   https://www.liepin.com/company/6629285/            NaN  \n",
       " 37       500-999人    https://www.liepin.com/company/803274/            已上市  \n",
       " 38         50-99人  https://www.liepin.com/company/12912133/          融资未公开  \n",
       " 39     2000-5000人   https://www.liepin.com/company/6629285/            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 1   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 2   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 3   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 4   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 5   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 6   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 7   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 8   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 9   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 10  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 11  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 12  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 13  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 14  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 15  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 16  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 17  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 18  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 19  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 20  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 21  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 22  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 23  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 24  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 25  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 26  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 27  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 28  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 29  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 30  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 31  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 32  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 33  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 34  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 35  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 36  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 37  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 38  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 39  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"张女士\",\"jobId\":\"57326451\",\"use...   \n",
       " 1   {\"recruiterName\":\"徐先生\",\"jobId\":\"57632745\",\"use...   \n",
       " 2   {\"recruiterName\":\"黄先生\",\"jobId\":\"55739849\",\"use...   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"jobId\":\"50965433\",\"use...   \n",
       " 4   {\"recruiterName\":\"侯先生\",\"jobId\":\"55703639\",\"use...   \n",
       " 5   {\"recruiterName\":\"侯先生\",\"jobId\":\"55703543\",\"use...   \n",
       " 6   {\"recruiterName\":\"谌女士\",\"jobId\":\"44053277\",\"use...   \n",
       " 7   {\"recruiterName\":\"樊女士\",\"jobId\":\"57679297\",\"use...   \n",
       " 8   {\"recruiterName\":\"翁女士\",\"jobId\":\"56689685\",\"use...   \n",
       " 9   {\"recruiterName\":\"黄先生\",\"jobId\":\"57270007\",\"use...   \n",
       " 10  {\"recruiterName\":\"吴女士\",\"jobId\":\"57794503\",\"use...   \n",
       " 11  {\"recruiterName\":\"曾女士\",\"jobId\":\"44113675\",\"use...   \n",
       " 12  {\"recruiterName\":\"冯先生\",\"jobId\":\"57001973\",\"use...   \n",
       " 13  {\"recruiterName\":\"程先生\",\"jobId\":\"57223711\",\"use...   \n",
       " 14  {\"recruiterName\":\"陈女士\",\"jobId\":\"57754271\",\"use...   \n",
       " 15  {\"recruiterName\":\"陈女士\",\"jobId\":\"43492441\",\"use...   \n",
       " 16  {\"recruiterName\":\"王女士\",\"jobId\":\"56876529\",\"use...   \n",
       " 17  {\"recruiterName\":\"林先生\",\"jobId\":\"44978805\",\"use...   \n",
       " 18  {\"recruiterName\":\"刘先生\",\"jobId\":\"57157157\",\"use...   \n",
       " 19  {\"recruiterName\":\"黄女士\",\"jobId\":\"48604689\",\"use...   \n",
       " 20  {\"recruiterName\":\"邓先生\",\"jobId\":\"44709427\",\"use...   \n",
       " 21  {\"recruiterName\":\"黎先生\",\"jobId\":\"56295007\",\"use...   \n",
       " 22  {\"recruiterName\":\"Keli Tang\",\"jobId\":\"30477665...   \n",
       " 23  {\"recruiterName\":\"宋女士\",\"jobId\":\"45187159\",\"use...   \n",
       " 24  {\"recruiterName\":\"张先生\",\"jobId\":\"43037645\",\"use...   \n",
       " 25  {\"recruiterName\":\"陈女士\",\"jobId\":\"35923437\",\"use...   \n",
       " 26  {\"recruiterName\":\"陈先生\",\"jobId\":\"50466807\",\"use...   \n",
       " 27  {\"recruiterName\":\"林女士\",\"jobId\":\"55829685\",\"use...   \n",
       " 28  {\"recruiterName\":\"赵女士\",\"jobId\":\"45253831\",\"use...   \n",
       " 29  {\"recruiterName\":\"陈女士\",\"jobId\":\"48554057\",\"use...   \n",
       " 30  {\"recruiterName\":\"杜先生\",\"jobId\":\"54145433\",\"use...   \n",
       " 31  {\"recruiterName\":\"刘女士\",\"jobId\":\"50173893\",\"use...   \n",
       " 32  {\"recruiterName\":\"俞女士\",\"jobId\":\"57403583\",\"use...   \n",
       " 33  {\"recruiterName\":\"陆女士\",\"jobId\":\"43309883\",\"use...   \n",
       " 34  {\"recruiterName\":\"郑先生\",\"jobId\":\"55992453\",\"use...   \n",
       " 35  {\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"use...   \n",
       " 36  {\"recruiterName\":\"刘女士\",\"jobId\":\"23154709\",\"use...   \n",
       " 37  {\"recruiterName\":\"唐女士\",\"jobId\":\"48905275\",\"use...   \n",
       " 38  {\"recruiterName\":\"赖先生\",\"jobId\":\"46626189\",\"use...   \n",
       " 39  {\"recruiterName\":\"刘女士\",\"jobId\":\"25415919\",\"use...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0      [AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]  20230412110555   \n",
       " 1                                  [广告产品, 广告行业, 团队管理]  20230413070420   \n",
       " 2       [财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]  20230413150830   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  20230414103329   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...  20230228112317   \n",
       " 5   [平台产品, 数据产品, 客户端产品, 策略产品, 产品优化, 用户研究, 产品规划, 需求...  20230228112317   \n",
       " 6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...  20230413094418   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]  20230410215438   \n",
       " 8                                                  []  20230303234707   \n",
       " 9          [数据产品, 中台产品, 产品优化, 产品设计, 需求分析, 用户研究, 数据分析]  20230413150830   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  20230414103329   \n",
       " 11                                           [web端产品]  20230306145244   \n",
       " 12                                  [to C, 电子商务, 消费品]  20230412111136   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...  20230412190939   \n",
       " 14   [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]  20230412172946   \n",
       " 15                                                 []  20230412101855   \n",
       " 16                                                 []  20230414113305   \n",
       " 17                                             [to C]  20230413114524   \n",
       " 18                                             [泌尿外科]  20230321153342   \n",
       " 19                                                 []  20230301100715   \n",
       " 20                                             [软件开发]  20230324111137   \n",
       " 21  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  20230221094711   \n",
       " 22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  20230413103006   \n",
       " 23                                   [化妆品, 消费品, 产品开发]  20230411142619   \n",
       " 24                                                 []  20210913204744   \n",
       " 25                                                 []  20220319162445   \n",
       " 26                                 [商品管理, 产品企划, 商品运营]  20221116184947   \n",
       " 27                                                 []  20230206112123   \n",
       " 28                                                 []  20230413092954   \n",
       " 29                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  20230411104123   \n",
       " 30              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]  20230414104936   \n",
       " 31                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]  20230324093022   \n",
       " 32  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...  20230329180701   \n",
       " 33                                                 []  20230208175714   \n",
       " 34                                             [品牌策划]  20230412154954   \n",
       " 35                                 [市场营销, 产品管理, 产品开发]  20230413101755   \n",
       " 36                                                 []  20200728103437   \n",
       " 37                                [产品优化, 二次元在研, 项目管理]  20220928174530   \n",
       " 38                                                 []  20220215115047   \n",
       " 39                                             [增长产品]  20210615114605   \n",
       " \n",
       "    job.jobId  job.advViewFlag                                     job.title  \\\n",
       " 0   57326451             True                                        IT产品经理   \n",
       " 1   57632745             True                               高级跨境产品经理（Yep品牌）   \n",
       " 2   55739849             True                                        支付产品经理   \n",
       " 3   50965433            False                   产品经理（化妆品原料）/Product Manager   \n",
       " 4   55703639            False                                  自动驾驶产品经理（PM）   \n",
       " 5   55703543            False                                自动驾驶工具产品经理（PM）   \n",
       " 6   44053277            False                          产品经理/Product Manager   \n",
       " 7   57679297            False                           产品经理Product Manager   \n",
       " 8   56689685            False            Product Sales Manager MR 产品销售经理 广州   \n",
       " 9   57270007            False                                     产品经理（系统端）   \n",
       " 10  57794503            False                             助理产品经理（化妆品原料）/APM   \n",
       " 11  44113675            False                         AI应用产品经理/港资企业正编/双休WLB   \n",
       " 12  57001973            False                                      eWMS产品经理   \n",
       " 13  57223711            False                                  自动驾驶（硬件）产品经理   \n",
       " 14  57754271            False                                   产品经理-电信信息化部   \n",
       " 15  43492441            False                                     产品销售经理-广州   \n",
       " 16  56876529            False                    Automation Product Manager   \n",
       " 17  44978805            False                          eWMS Product Manager   \n",
       " 18  57157157            False                                        医药产品经理   \n",
       " 19  48604689            False                                        助理产品经理   \n",
       " 20  44709427            False                                          产品经理   \n",
       " 21  56295007            False                                 产品经理（企业数字化转型）   \n",
       " 22  30477665            False                                          产品经理   \n",
       " 23  45187159            False  Assistant Product Manager / Product Manager    \n",
       " 24  43037645            False                                        数码产品经理   \n",
       " 25  35923437            False                                  产品经理（工业消洗产品）   \n",
       " 26  50466807            False                         产品经理-产品企划（鞋类）(J13091)   \n",
       " 27  55829685            False                             产品经理-产品企划(J13606)   \n",
       " 28  45253831            False                                          产品经理   \n",
       " 29  48554057            False                          微生物检测产品经理（制药或食品行业方向）   \n",
       " 30  54145433            False                          eWMS Product Manager   \n",
       " 31  50173893            False                                            PM   \n",
       " 32  57403583            False                        CRM实施顾问&项目经理PM(J12971)   \n",
       " 33  43309883            False                               Product Manager   \n",
       " 34  55992453            False                                        产品策划经理   \n",
       " 35  45177357            False                              Product Manager    \n",
       " 36  23154709            False                                        数字营销PM   \n",
       " 37  48905275            False                        项目发行PM（二次元） (MJ000855)   \n",
       " 38  46626189            False                               Product Manager   \n",
       " 39  25415919            False                                          活动PM   \n",
       " \n",
       "     job.salary  job.dq job.jobKind  ...             recruiter.recruiterId  \\\n",
       " 0       20-26k  广州-越秀区           2  ...  7f4e7e8ef7261892f9139596f2e1a7af   \n",
       " 1       25-35k      广州           2  ...  fcbe20e241c3fb89f50e0e7d6db6b154   \n",
       " 2       15-20k  广州-天河区           2  ...  e1f6f5d863e248b1fa8b08c8dbd02957   \n",
       " 3         薪资面议  广州-天河区           2  ...  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4       25-35k  广州-海珠区           2  ...  7da08eb2dc102f58400ecda04a611db0   \n",
       " 5       25-35k  广州-海珠区           2  ...  7da08eb2dc102f58400ecda04a611db0   \n",
       " 6       20-30k      广州           1  ...  1ddf52f28236620a73d520f2e8bd293b   \n",
       " 7       20-25k  广州-番禺区           2  ...  74207202b9a1882cbe061eb681f898fc   \n",
       " 8         薪资面议  广州-越秀区           2  ...  f08748e81b3b0757d734fc6b171fa589   \n",
       " 9       14-18k  广州-天河区           2  ...  e1f6f5d863e248b1fa8b08c8dbd02957   \n",
       " 10        薪资面议  广州-天河区           2  ...  14799e1bef289c70aa9b550257de7ea8   \n",
       " 11  15-24k·13薪  广州-白云区           1  ...  ef813c13d17ddf72662825202deeb056   \n",
       " 12  20-40k·14薪  广州-天河区           2  ...  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       " 13  25-50k·15薪      广州           2  ...  1147dd557533b4567e1472c76bc04ebd   \n",
       " 14   8-12k·13薪  广州-天河区           2  ...  871518775391643a04bdffecc9c81011   \n",
       " 15  20-40k·16薪      广州           1  ...  b61494f006ea807945c2c8b358b10fa1   \n",
       " 16  20-40k·13薪  广州-天河区           2  ...  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 17  20-40k·15薪      广州           1  ...  ec2448066ad5cdf94f25083a3243b675   \n",
       " 18  25-30k·14薪  广州-越秀区           2  ...  22ab2b1a88769c3259935c280d474240   \n",
       " 19  15-25k·13薪  广州-黄埔区           2  ...  09129a3bc6f13614e4e32c50af3d5f75   \n",
       " 20  25-35k·14薪      广州           1  ...  4df980208f61abaa845b1031e141f2ce   \n",
       " 21       6-10k  广州-天河区           2  ...  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 22  18-40k·14薪  广州-越秀区           2  ...  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 23  18-30k·13薪      广州           1  ...  375a1dfe17607510a0693c119d820cfb   \n",
       " 24        薪资面议      广州           2  ...  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 25      12-30k      广州           2  ...  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 26  14-28k·16薪  广州-天河区           2  ...  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 27      15-25k  广州-天河区           2  ...  308332da68f592edf82050c4b8bff969   \n",
       " 28      20-30k      广州           1  ...  a94c79b32e2ac4b0b0a633f2b1b00a0c   \n",
       " 29  15-20k·20薪  广州-黄埔区           2  ...  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 30        薪资面议  广州-天河区           2  ...  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       " 31  17-30k·13薪  广州-天河区           2  ...  a3c89b1765f955f21481c55033648d88   \n",
       " 32      11-22k  广州-番禺区           2  ...  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 33  30-40k·13薪  广州-天河区           1  ...  7829c0aa95f568cada116b3e040ec67e   \n",
       " 34      15-25k  广州-白云区           2  ...  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 35      25-30k      广州           1  ...  47227c6fbfcd952686963be95b15422d   \n",
       " 36        薪资面议  广州-天河区           2  ...  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 37  20-28k·13薪  广州-天河区           2  ...  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 38   8-16k·13薪  广州-天河区           2  ...  ffb961ad0561780d685123d92072146b   \n",
       " 39        薪资面议      广州           2  ...  e8c70da123d6c7e1efcb8675c412f368   \n",
       " \n",
       "    recruiter.chatted          recruiter.recruiterPhoto  \\\n",
       " 0              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 1              False   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 2              False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 3              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 4              False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 5              False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 6              False   5cb81b959fae687d43164cca03u.jpg   \n",
       " 7              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 8              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 9              False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 10             False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11             False   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 12             False   63a9534728c57209b0f4aa0505u.png   \n",
       " 13             False   63a46574fd38b10039f0b94b05u.png   \n",
       " 14             False   571885ea45ce00977366da9105a.jpg   \n",
       " 15             False   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 16             False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 17             False   62f7aab56555120790d6013103u.png   \n",
       " 18             False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 19             False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20             False   62805e7707a1d17a9af2abd001u.jpg   \n",
       " 21             False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22             False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 23             False   6100c9081d756a75997a266703u.jpg   \n",
       " 24             False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 25             False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 26             False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 27             False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 28             False   606ff339fd3cfa235c8a104e02u.png   \n",
       " 29             False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 30             False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 31             False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 32             False   601baaab60c8320221e3c1d902u.png   \n",
       " 33             False   62fe2d4a95ee1c041432be7a05u.jpg   \n",
       " 34             False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 35             False  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 36             False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 37             False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 38             False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 39             False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " \n",
       "                       comp.compLogo comp.compId    comp.compName  \\\n",
       " 0   5bfe97f674719df0ac99562403a.png   2250604.0     时代中国控股集团有限公司   \n",
       " 1   62fc68011daaa21b59c94d3305u.png   7891491.0     广州麦优网络科技有限公司   \n",
       " 2   5ef856aa543a971969df89b903u.jpg  12219769.0             全民钱包   \n",
       " 3   6274ee6d04a5ff469b10880402u.png   8112968.0             仙婷集团   \n",
       " 4   60a497de907306298575785f03u.png   9491766.0       文远知行WeRide   \n",
       " 5   60a497de907306298575785f03u.png   9491766.0       文远知行WeRide   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png         NaN     某广州大型机械/设备公司   \n",
       " 7   61b07937d0458d53c627567e02u.jpg  13315477.0   广州市新目标电子商务有限公司   \n",
       " 8   5c0dfd9f570cb120f184080203u.jpg   8916227.0          西门子医疗系统   \n",
       " 9   5ef856aa543a971969df89b903u.jpg  12219769.0             全民钱包   \n",
       " 10  6274ee6d04a5ff469b10880402u.png   8112968.0             仙婷集团   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png         NaN  某国内大型食品/饮料/日化公司   \n",
       " 12  54d1e9c6712e7147fd813b3801a.png    873330.0         广州宝洁有限公司   \n",
       " 13  60a497de907306298575785f03u.png   9491766.0       文远知行WeRide   \n",
       " 14  5bfea3d874719d2aa34c9d1703a.png   1103040.0            中数通信息   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png         NaN      某上海大型医疗器械公司   \n",
       " 16  5952237b7032381b6822192505a.jpg   8506529.0              丹纳赫   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png         NaN  某广州大型食品/饮料/酒水公司   \n",
       " 18  5bfe916674719d35745ad29703a.png   8275623.0             康方生物   \n",
       " 19  60b831ef7cc07936e59f518306u.png  12773635.0     索恩照明(广州)有限公司   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png         NaN         某广州互联网公司   \n",
       " 21  5cc116c89fae687d43343d7308u.png   7863327.0             润建股份   \n",
       " 22  59dc78457832e11b880f044c05a.png   9283329.0     即能科技(广州)有限公司   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png         NaN        某国内大型日化公司   \n",
       " 24  5bfe92c174719d9f609a7b9603a.png   2664546.0             汇丰软件   \n",
       " 25  5bfe8edd74719d35745a548603a.png   7932064.0    广东环凯微生物科技有限公司   \n",
       " 26  628c584cb244352e0e92248608u.png  13032765.0            斯凯奇中国   \n",
       " 27  628c584cb244352e0e92248608u.png  13032765.0            斯凯奇中国   \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png         NaN        某广州IT服务公司   \n",
       " 29  5bfe8edd74719d35745a548603a.png   7932064.0    广东环凯微生物科技有限公司   \n",
       " 30  54d1e9c6712e7147fd813b3801a.png    873330.0         广州宝洁有限公司   \n",
       " 31  59029b747032a701b89b8b7a04a.jpg   8598051.0   上海华钦信息科技股份有限公司   \n",
       " 32  5ed700f4ec4db462f82e4ddf01u.png   8361671.0   上海汉得信息技术股份有限公司   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png         NaN  某广州大型食品/饮料/酒水公司   \n",
       " 34  5f30a76e556e7a7b1280cc3006u.png   9660700.0     嫚熙控股(广州)有限公司   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png         NaN       某国内大型快消品公司   \n",
       " 36  5bfea15d74719d2aa34c24f803a.png   6629285.0        恩梯梯数据(中国)   \n",
       " 37  5ff42565bebf7311a41e860005u.png    803274.0             广州百田   \n",
       " 38  612f1b02303e5d0d667cd9bb06u.png  12912133.0  贝兰格投资咨询(广州)有限公司   \n",
       " 39  5bfea15d74719d2aa34c24f803a.png   6629285.0        恩梯梯数据(中国)   \n",
       " \n",
       "    comp.compScale                                 comp.link comp.compIndustry  \\\n",
       " 0     5000-10000人   https://www.liepin.com/company/2250604/           房地产开发经营   \n",
       " 1        100-499人   https://www.liepin.com/company/7891491/              电子商务   \n",
       " 2        100-499人  https://www.liepin.com/company/12219769/              科技金融   \n",
       " 3          50-99人   https://www.liepin.com/company/8112968/            贸易/进出口   \n",
       " 4        100-499人   https://www.liepin.com/company/9491766/              人工智能   \n",
       " 5        100-499人   https://www.liepin.com/company/9491766/              人工智能   \n",
       " 6        500-999人                                                       机械/设备   \n",
       " 7        100-499人  https://www.liepin.com/company/13315477/              IT服务   \n",
       " 8     5000-10000人   https://www.liepin.com/company/8916227/              医疗器械   \n",
       " 9        100-499人  https://www.liepin.com/company/12219769/              科技金融   \n",
       " 10         50-99人   https://www.liepin.com/company/8112968/            贸易/进出口   \n",
       " 11     2000-5000人                                                    食品/饮料/酒水   \n",
       " 12       10000人以上    https://www.liepin.com/company/873330/                日化   \n",
       " 13       100-499人   https://www.liepin.com/company/9491766/              人工智能   \n",
       " 14     1000-2000人   https://www.liepin.com/company/1103040/          运营商/增值服务   \n",
       " 15       10000人以上                                                        医疗器械   \n",
       " 16    5000-10000人   https://www.liepin.com/company/8506529/              医疗器械   \n",
       " 17       10000人以上                                                    食品/饮料/酒水   \n",
       " 18     2000-5000人   https://www.liepin.com/company/8275623/                制药   \n",
       " 19       100-499人  https://www.liepin.com/company/12773635/              仪器仪表   \n",
       " 20                                                                        互联网   \n",
       " 21    5000-10000人   https://www.liepin.com/company/7863327/              通信设备   \n",
       " 22          1-49人   https://www.liepin.com/company/9283329/            专业技术服务   \n",
       " 23     2000-5000人                                                          日化   \n",
       " 24     2000-5000人   https://www.liepin.com/company/2664546/             计算机软件   \n",
       " 25       100-499人   https://www.liepin.com/company/7932064/                制药   \n",
       " 26     2000-5000人  https://www.liepin.com/company/13032765/          服装/纺织/皮革   \n",
       " 27     2000-5000人  https://www.liepin.com/company/13032765/          服装/纺织/皮革   \n",
       " 28       100-499人                                                        IT服务   \n",
       " 29       100-499人   https://www.liepin.com/company/7932064/                制药   \n",
       " 30       10000人以上    https://www.liepin.com/company/873330/                日化   \n",
       " 31     1000-2000人   https://www.liepin.com/company/8598051/             计算机软件   \n",
       " 32       10000人以上   https://www.liepin.com/company/8361671/               互联网   \n",
       " 33    5000-10000人                                                    食品/饮料/酒水   \n",
       " 34     1000-2000人   https://www.liepin.com/company/9660700/               互联网   \n",
       " 35     2000-5000人                                                          日化   \n",
       " 36     2000-5000人   https://www.liepin.com/company/6629285/              IT服务   \n",
       " 37       500-999人    https://www.liepin.com/company/803274/                游戏   \n",
       " 38         50-99人  https://www.liepin.com/company/12912133/              咨询服务   \n",
       " 39     2000-5000人   https://www.liepin.com/company/6629285/              IT服务   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1           融资未公开  \n",
       " 2              其他  \n",
       " 3             NaN  \n",
       " 4              C轮  \n",
       " 5              C轮  \n",
       " 6           融资未公开  \n",
       " 7             NaN  \n",
       " 8             NaN  \n",
       " 9              其他  \n",
       " 10            NaN  \n",
       " 11          融资未公开  \n",
       " 12            NaN  \n",
       " 13             C轮  \n",
       " 14            NaN  \n",
       " 15          融资未公开  \n",
       " 16            NaN  \n",
       " 17          融资未公开  \n",
       " 18           港股上市  \n",
       " 19            NaN  \n",
       " 20            NaN  \n",
       " 21         沪深A股上市  \n",
       " 22            NaN  \n",
       " 23          融资未公开  \n",
       " 24             其他  \n",
       " 25          融资未公开  \n",
       " 26            NaN  \n",
       " 27            NaN  \n",
       " 28            NaN  \n",
       " 29          融资未公开  \n",
       " 30            NaN  \n",
       " 31            NaN  \n",
       " 32            已上市  \n",
       " 33          融资未公开  \n",
       " 34            NaN  \n",
       " 35          融资未公开  \n",
       " 36            NaN  \n",
       " 37            已上市  \n",
       " 38          融资未公开  \n",
       " 39            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 6   %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 15  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 17  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 20  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 23  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 28  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 33  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 35  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"recruiterName\":\"张女士\",\"jobId\":\"...   \n",
       " 1   {\"jobKind\":\"2\",\"recruiterName\":\"黄先生\",\"jobId\":\"...   \n",
       " 2   {\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"jobId\":\"...   \n",
       " 3   {\"jobKind\":\"2\",\"recruiterName\":\"吴女士\",\"jobId\":\"...   \n",
       " 4   {\"jobKind\":\"2\",\"recruiterName\":\"侯先生\",\"jobId\":\"...   \n",
       " 5   {\"jobKind\":\"2\",\"recruiterName\":\"侯先生\",\"jobId\":\"...   \n",
       " 6   {\"jobKind\":\"1\",\"recruiterName\":\"谌女士\",\"jobId\":\"...   \n",
       " 7   {\"jobKind\":\"2\",\"recruiterName\":\"樊女士\",\"jobId\":\"...   \n",
       " 8   {\"jobKind\":\"2\",\"recruiterName\":\"翁女士\",\"jobId\":\"...   \n",
       " 9   {\"jobKind\":\"2\",\"recruiterName\":\"徐先生\",\"jobId\":\"...   \n",
       " 10  {\"jobKind\":\"2\",\"recruiterName\":\"吴女士\",\"jobId\":\"...   \n",
       " 11  {\"jobKind\":\"1\",\"recruiterName\":\"曾女士\",\"jobId\":\"...   \n",
       " 12  {\"jobKind\":\"2\",\"recruiterName\":\"冯先生\",\"jobId\":\"...   \n",
       " 13  {\"jobKind\":\"2\",\"recruiterName\":\"程先生\",\"jobId\":\"...   \n",
       " 14  {\"jobKind\":\"2\",\"recruiterName\":\"黄先生\",\"jobId\":\"...   \n",
       " 15  {\"jobKind\":\"1\",\"recruiterName\":\"陈女士\",\"jobId\":\"...   \n",
       " 16  {\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"jobId\":\"...   \n",
       " 17  {\"jobKind\":\"1\",\"recruiterName\":\"林先生\",\"jobId\":\"...   \n",
       " 18  {\"jobKind\":\"2\",\"recruiterName\":\"刘先生\",\"jobId\":\"...   \n",
       " 19  {\"jobKind\":\"2\",\"recruiterName\":\"黄女士\",\"jobId\":\"...   \n",
       " 20  {\"jobKind\":\"1\",\"recruiterName\":\"邓先生\",\"jobId\":\"...   \n",
       " 21  {\"jobKind\":\"2\",\"recruiterName\":\"黎先生\",\"jobId\":\"...   \n",
       " 22  {\"jobKind\":\"2\",\"recruiterName\":\"Keli Tang\",\"jo...   \n",
       " 23  {\"jobKind\":\"1\",\"recruiterName\":\"宋女士\",\"jobId\":\"...   \n",
       " 24  {\"jobKind\":\"2\",\"recruiterName\":\"张先生\",\"jobId\":\"...   \n",
       " 25  {\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"jobId\":\"...   \n",
       " 26  {\"jobKind\":\"2\",\"recruiterName\":\"陈先生\",\"jobId\":\"...   \n",
       " 27  {\"jobKind\":\"2\",\"recruiterName\":\"林女士\",\"jobId\":\"...   \n",
       " 28  {\"jobKind\":\"1\",\"recruiterName\":\"赵女士\",\"jobId\":\"...   \n",
       " 29  {\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"jobId\":\"...   \n",
       " 30  {\"jobKind\":\"2\",\"recruiterName\":\"杜先生\",\"jobId\":\"...   \n",
       " 31  {\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"jobId\":\"...   \n",
       " 32  {\"jobKind\":\"2\",\"recruiterName\":\"俞女士\",\"jobId\":\"...   \n",
       " 33  {\"jobKind\":\"1\",\"recruiterName\":\"陆女士\",\"jobId\":\"...   \n",
       " 34  {\"jobKind\":\"2\",\"recruiterName\":\"郑先生\",\"jobId\":\"...   \n",
       " 35  {\"jobKind\":\"1\",\"recruiterName\":\"孙女士\",\"jobId\":\"...   \n",
       " 36  {\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"jobId\":\"...   \n",
       " 37  {\"jobKind\":\"2\",\"recruiterName\":\"唐女士\",\"jobId\":\"...   \n",
       " 38  {\"jobKind\":\"2\",\"recruiterName\":\"赖先生\",\"jobId\":\"...   \n",
       " 39  {\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"jobId\":\"...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0      [AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]   \n",
       " 1       [财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]   \n",
       " 2    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...   \n",
       " 5   [平台产品, 数据产品, 客户端产品, 策略产品, 产品优化, 用户研究, 产品规划, 需求...   \n",
       " 6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]   \n",
       " 8                                                  []   \n",
       " 9                                  [广告产品, 广告行业, 团队管理]   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...   \n",
       " 11                                           [web端产品]   \n",
       " 12                                  [to C, 电子商务, 消费品]   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...   \n",
       " 14         [数据产品, 中台产品, 产品优化, 产品设计, 需求分析, 用户研究, 数据分析]   \n",
       " 15                                                 []   \n",
       " 16                                                 []   \n",
       " 17                                             [to C]   \n",
       " 18                                             [泌尿外科]   \n",
       " 19                                                 []   \n",
       " 20                                             [软件开发]   \n",
       " 21  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...   \n",
       " 22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...   \n",
       " 23                                   [化妆品, 消费品, 产品开发]   \n",
       " 24                                                 []   \n",
       " 25                                                 []   \n",
       " 26                                 [商品管理, 产品企划, 商品运营]   \n",
       " 27                                                 []   \n",
       " 28                                                 []   \n",
       " 29                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]   \n",
       " 30              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]   \n",
       " 31                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]   \n",
       " 32  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...   \n",
       " 33                                                 []   \n",
       " 34                                             [品牌策划]   \n",
       " 35                                 [市场营销, 产品管理, 产品开发]   \n",
       " 36                                                 []   \n",
       " 37                                [产品优化, 二次元在研, 项目管理]   \n",
       " 38                                                 []   \n",
       " 39                                             [增长产品]   \n",
       " \n",
       "                                        job.dataPromId job.jobKind  job.topJob  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2        True   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2        True   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2        True   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1       False   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1       False   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1       False   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1       False   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1       False   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1       False   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1       False   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1       False   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1       False   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " \n",
       "    job.jobId                                     job.title  job.salary  \\\n",
       " 0   57326451                                        IT产品经理      20-26k   \n",
       " 1   55739849                                        支付产品经理      15-20k   \n",
       " 2   57754271                                   产品经理-电信信息化部   8-12k·13薪   \n",
       " 3   50965433                   产品经理（化妆品原料）/Product Manager        薪资面议   \n",
       " 4   55703639                                  自动驾驶产品经理（PM）      25-35k   \n",
       " 5   55703543                                自动驾驶工具产品经理（PM）      25-35k   \n",
       " 6   44053277                          产品经理/Product Manager      20-30k   \n",
       " 7   57679297                           产品经理Product Manager      20-25k   \n",
       " 8   56689685            Product Sales Manager MR 产品销售经理 广州        薪资面议   \n",
       " 9   57632745                               高级跨境产品经理（Yep品牌）      25-35k   \n",
       " 10  57794503                             助理产品经理（化妆品原料）/APM        薪资面议   \n",
       " 11  44113675                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪   \n",
       " 12  57001973                                      eWMS产品经理  20-40k·14薪   \n",
       " 13  57223711                                  自动驾驶（硬件）产品经理  25-50k·15薪   \n",
       " 14  57270007                                     产品经理（系统端）      14-18k   \n",
       " 15  43492441                                     产品销售经理-广州  20-40k·16薪   \n",
       " 16  56876529                    Automation Product Manager  20-40k·13薪   \n",
       " 17  44978805                          eWMS Product Manager  20-40k·15薪   \n",
       " 18  57157157                                        医药产品经理  25-30k·14薪   \n",
       " 19  48604689                                        助理产品经理  15-25k·13薪   \n",
       " 20  44709427                                          产品经理  25-35k·14薪   \n",
       " 21  56295007                                 产品经理（企业数字化转型）       6-10k   \n",
       " 22  30477665                                          产品经理  18-40k·14薪   \n",
       " 23  45187159  Assistant Product Manager / Product Manager   18-30k·13薪   \n",
       " 24  43037645                                        数码产品经理        薪资面议   \n",
       " 25  35923437                                  产品经理（工业消洗产品）      12-30k   \n",
       " 26  50466807                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪   \n",
       " 27  55829685                             产品经理-产品企划(J13606)      15-25k   \n",
       " 28  45253831                                          产品经理      20-30k   \n",
       " 29  48554057                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪   \n",
       " 30  54145433                          eWMS Product Manager        薪资面议   \n",
       " 31  50173893                                            PM  17-30k·13薪   \n",
       " 32  57403583                        CRM实施顾问&项目经理PM(J12971)      11-22k   \n",
       " 33  43309883                               Product Manager  30-40k·13薪   \n",
       " 34  55992453                                        产品策划经理      15-25k   \n",
       " 35  45177357                              Product Manager       25-30k   \n",
       " 36  23154709                                        数字营销PM        薪资面议   \n",
       " 37  48905275                        项目发行PM（二次元） (MJ000855)  20-28k·13薪   \n",
       " 38  46626189                               Product Manager   8-16k·13薪   \n",
       " 39  25415919                                          活动PM        薪资面议   \n",
       " \n",
       "     job.dq  ... recruiter.chatted             recruiter.recruiterId  \\\n",
       " 0   广州-越秀区  ...             False  7f4e7e8ef7261892f9139596f2e1a7af   \n",
       " 1   广州-天河区  ...             False  e1f6f5d863e248b1fa8b08c8dbd02957   \n",
       " 2   广州-天河区  ...             False  871518775391643a04bdffecc9c81011   \n",
       " 3   广州-天河区  ...             False  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4   广州-海珠区  ...             False  7da08eb2dc102f58400ecda04a611db0   \n",
       " 5   广州-海珠区  ...             False  7da08eb2dc102f58400ecda04a611db0   \n",
       " 6       广州  ...             False  1ddf52f28236620a73d520f2e8bd293b   \n",
       " 7   广州-番禺区  ...             False  74207202b9a1882cbe061eb681f898fc   \n",
       " 8   广州-越秀区  ...             False  f08748e81b3b0757d734fc6b171fa589   \n",
       " 9       广州  ...             False  fcbe20e241c3fb89f50e0e7d6db6b154   \n",
       " 10  广州-天河区  ...             False  14799e1bef289c70aa9b550257de7ea8   \n",
       " 11  广州-白云区  ...             False  ef813c13d17ddf72662825202deeb056   \n",
       " 12  广州-天河区  ...             False  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       " 13      广州  ...             False  1147dd557533b4567e1472c76bc04ebd   \n",
       " 14  广州-天河区  ...             False  e1f6f5d863e248b1fa8b08c8dbd02957   \n",
       " 15      广州  ...             False  b61494f006ea807945c2c8b358b10fa1   \n",
       " 16  广州-天河区  ...             False  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 17      广州  ...             False  ec2448066ad5cdf94f25083a3243b675   \n",
       " 18  广州-越秀区  ...             False  22ab2b1a88769c3259935c280d474240   \n",
       " 19  广州-黄埔区  ...             False  09129a3bc6f13614e4e32c50af3d5f75   \n",
       " 20      广州  ...             False  4df980208f61abaa845b1031e141f2ce   \n",
       " 21  广州-天河区  ...             False  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 22  广州-越秀区  ...             False  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 23      广州  ...             False  375a1dfe17607510a0693c119d820cfb   \n",
       " 24      广州  ...             False  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 25      广州  ...             False  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 26  广州-天河区  ...             False  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 27  广州-天河区  ...             False  308332da68f592edf82050c4b8bff969   \n",
       " 28      广州  ...             False  a94c79b32e2ac4b0b0a633f2b1b00a0c   \n",
       " 29  广州-黄埔区  ...             False  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 30  广州-天河区  ...             False  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       " 31  广州-天河区  ...             False  a3c89b1765f955f21481c55033648d88   \n",
       " 32  广州-番禺区  ...             False  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 33  广州-天河区  ...             False  7829c0aa95f568cada116b3e040ec67e   \n",
       " 34  广州-白云区  ...             False  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 35      广州  ...             False  47227c6fbfcd952686963be95b15422d   \n",
       " 36  广州-天河区  ...             False  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 37  广州-天河区  ...             False  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 38  广州-天河区  ...             False  ffb961ad0561780d685123d92072146b   \n",
       " 39      广州  ...             False  e8c70da123d6c7e1efcb8675c412f368   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compId  \\\n",
       " 0    5f8f9865ea60860b75384fa508u.jpg   2250604.0   \n",
       " 1    5f8f9868f6d1ab58476f24a008u.jpg  12219769.0   \n",
       " 2    571885ea45ce00977366da9105a.jpg   1103040.0   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg   8112968.0   \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg   9491766.0   \n",
       " 5    5f8f986bdfb13a7dee342f2108u.jpg   9491766.0   \n",
       " 6    5cb81b959fae687d43164cca03u.jpg         NaN   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg  13315477.0   \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg   8916227.0   \n",
       " 9    5f8f986c79c7cc70efbf36c808u.jpg   7891491.0   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg   8112968.0   \n",
       " 11   62c6abbf1551f613ff3fa49a08u.png         NaN   \n",
       " 12   63a9534728c57209b0f4aa0505u.png    873330.0   \n",
       " 13   63a46574fd38b10039f0b94b05u.png   9491766.0   \n",
       " 14   5f8f9868f6d1ab58476f24a008u.jpg  12219769.0   \n",
       " 15   5f8fa3bdea60860b75385c7e08u.png         NaN   \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg   8506529.0   \n",
       " 17   62f7aab56555120790d6013103u.png         NaN   \n",
       " 18   5f8f986aea60860b75384fab08u.jpg   8275623.0   \n",
       " 19   5f8f9865ea60860b75384fa508u.jpg  12773635.0   \n",
       " 20   62805e7707a1d17a9af2abd001u.jpg         NaN   \n",
       " 21   5f8f9868f6d1ab58476f24a008u.jpg   7863327.0   \n",
       " 22   5f8f9865ea60860b75384fa508u.jpg   9283329.0   \n",
       " 23   6100c9081d756a75997a266703u.jpg         NaN   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg   2664546.0   \n",
       " 25   5f8f9863f6d1ab58476f246a08u.jpg   7932064.0   \n",
       " 26   5f8f9868f6d1ab58476f24a008u.jpg  13032765.0   \n",
       " 27   5f8f98648dbe6273dcf8515508u.jpg  13032765.0   \n",
       " 28   606ff339fd3cfa235c8a104e02u.png         NaN   \n",
       " 29   5f8f98648dbe6273dcf8515508u.jpg   7932064.0   \n",
       " 30   5f8f986aea60860b75384fab08u.jpg    873330.0   \n",
       " 31   5f8f9863f6d1ab58476f246a08u.jpg   8598051.0   \n",
       " 32   601baaab60c8320221e3c1d902u.png   8361671.0   \n",
       " 33   62fe2d4a95ee1c041432be7a05u.jpg         NaN   \n",
       " 34   5f8f9868f6d1ab58476f24a008u.jpg   9660700.0   \n",
       " 35  6321be3095ee1c04143439eb01u.jpeg         NaN   \n",
       " 36   5f8f9863f6d1ab58476f246a08u.jpg   6629285.0   \n",
       " 37   5f8f986779c7cc70efbf36c008u.jpg    803274.0   \n",
       " 38   5f8f986bdfb13a7dee342f2108u.jpg  12912133.0   \n",
       " 39   5f8f9863f6d1ab58476f246a08u.jpg   6629285.0   \n",
       " \n",
       "                       comp.compLogo    comp.compName comp.compScale  \\\n",
       " 0   5bfe97f674719df0ac99562403a.png     时代中国控股集团有限公司    5000-10000人   \n",
       " 1   5ef856aa543a971969df89b903u.jpg             全民钱包       100-499人   \n",
       " 2   5bfea3d874719d2aa34c9d1703a.png            中数通信息     1000-2000人   \n",
       " 3   6274ee6d04a5ff469b10880402u.png             仙婷集团         50-99人   \n",
       " 4   60a497de907306298575785f03u.png       文远知行WeRide       100-499人   \n",
       " 5   60a497de907306298575785f03u.png       文远知行WeRide       100-499人   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png     某广州大型机械/设备公司       500-999人   \n",
       " 7   61b07937d0458d53c627567e02u.jpg   广州市新目标电子商务有限公司       100-499人   \n",
       " 8   5c0dfd9f570cb120f184080203u.jpg          西门子医疗系统    5000-10000人   \n",
       " 9   62fc68011daaa21b59c94d3305u.png     广州麦优网络科技有限公司       100-499人   \n",
       " 10  6274ee6d04a5ff469b10880402u.png             仙婷集团         50-99人   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png  某国内大型食品/饮料/日化公司     2000-5000人   \n",
       " 12  54d1e9c6712e7147fd813b3801a.png         广州宝洁有限公司       10000人以上   \n",
       " 13  60a497de907306298575785f03u.png       文远知行WeRide       100-499人   \n",
       " 14  5ef856aa543a971969df89b903u.jpg             全民钱包       100-499人   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png      某上海大型医疗器械公司       10000人以上   \n",
       " 16  5952237b7032381b6822192505a.jpg              丹纳赫    5000-10000人   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png  某广州大型食品/饮料/酒水公司       10000人以上   \n",
       " 18  5bfe916674719d35745ad29703a.png             康方生物     2000-5000人   \n",
       " 19  60b831ef7cc07936e59f518306u.png     索恩照明(广州)有限公司       100-499人   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png         某广州互联网公司                  \n",
       " 21  5cc116c89fae687d43343d7308u.png             润建股份    5000-10000人   \n",
       " 22  59dc78457832e11b880f044c05a.png     即能科技(广州)有限公司          1-49人   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png        某国内大型日化公司     2000-5000人   \n",
       " 24  5bfe92c174719d9f609a7b9603a.png             汇丰软件     2000-5000人   \n",
       " 25  5bfe8edd74719d35745a548603a.png    广东环凯微生物科技有限公司       100-499人   \n",
       " 26  628c584cb244352e0e92248608u.png            斯凯奇中国     2000-5000人   \n",
       " 27  628c584cb244352e0e92248608u.png            斯凯奇中国     2000-5000人   \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png        某广州IT服务公司       100-499人   \n",
       " 29  5bfe8edd74719d35745a548603a.png    广东环凯微生物科技有限公司       100-499人   \n",
       " 30  54d1e9c6712e7147fd813b3801a.png         广州宝洁有限公司       10000人以上   \n",
       " 31  59029b747032a701b89b8b7a04a.jpg   上海华钦信息科技股份有限公司     1000-2000人   \n",
       " 32  5ed700f4ec4db462f82e4ddf01u.png   上海汉得信息技术股份有限公司       10000人以上   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png  某广州大型食品/饮料/酒水公司    5000-10000人   \n",
       " 34  5f30a76e556e7a7b1280cc3006u.png     嫚熙控股(广州)有限公司     1000-2000人   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png       某国内大型快消品公司     2000-5000人   \n",
       " 36  5bfea15d74719d2aa34c24f803a.png        恩梯梯数据(中国)     2000-5000人   \n",
       " 37  5ff42565bebf7311a41e860005u.png             广州百田       500-999人   \n",
       " 38  612f1b02303e5d0d667cd9bb06u.png  贝兰格投资咨询(广州)有限公司         50-99人   \n",
       " 39  5bfea15d74719d2aa34c24f803a.png        恩梯梯数据(中国)     2000-5000人   \n",
       " \n",
       "    comp.compIndustry                                 comp.link comp.compStage  \n",
       " 0            房地产开发经营   https://www.liepin.com/company/2250604/            NaN  \n",
       " 1               科技金融  https://www.liepin.com/company/12219769/             其他  \n",
       " 2           运营商/增值服务   https://www.liepin.com/company/1103040/            NaN  \n",
       " 3             贸易/进出口   https://www.liepin.com/company/8112968/            NaN  \n",
       " 4               人工智能   https://www.liepin.com/company/9491766/             C轮  \n",
       " 5               人工智能   https://www.liepin.com/company/9491766/             C轮  \n",
       " 6              机械/设备                                                    融资未公开  \n",
       " 7               IT服务  https://www.liepin.com/company/13315477/            NaN  \n",
       " 8               医疗器械   https://www.liepin.com/company/8916227/            NaN  \n",
       " 9               电子商务   https://www.liepin.com/company/7891491/          融资未公开  \n",
       " 10            贸易/进出口   https://www.liepin.com/company/8112968/            NaN  \n",
       " 11          食品/饮料/酒水                                                    融资未公开  \n",
       " 12                日化    https://www.liepin.com/company/873330/            NaN  \n",
       " 13              人工智能   https://www.liepin.com/company/9491766/             C轮  \n",
       " 14              科技金融  https://www.liepin.com/company/12219769/             其他  \n",
       " 15              医疗器械                                                    融资未公开  \n",
       " 16              医疗器械   https://www.liepin.com/company/8506529/            NaN  \n",
       " 17          食品/饮料/酒水                                                    融资未公开  \n",
       " 18                制药   https://www.liepin.com/company/8275623/           港股上市  \n",
       " 19              仪器仪表  https://www.liepin.com/company/12773635/            NaN  \n",
       " 20               互联网                                                      NaN  \n",
       " 21              通信设备   https://www.liepin.com/company/7863327/         沪深A股上市  \n",
       " 22            专业技术服务   https://www.liepin.com/company/9283329/            NaN  \n",
       " 23                日化                                                    融资未公开  \n",
       " 24             计算机软件   https://www.liepin.com/company/2664546/             其他  \n",
       " 25                制药   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 26          服装/纺织/皮革  https://www.liepin.com/company/13032765/            NaN  \n",
       " 27          服装/纺织/皮革  https://www.liepin.com/company/13032765/            NaN  \n",
       " 28              IT服务                                                      NaN  \n",
       " 29                制药   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 30                日化    https://www.liepin.com/company/873330/            NaN  \n",
       " 31             计算机软件   https://www.liepin.com/company/8598051/            NaN  \n",
       " 32               互联网   https://www.liepin.com/company/8361671/            已上市  \n",
       " 33          食品/饮料/酒水                                                    融资未公开  \n",
       " 34               互联网   https://www.liepin.com/company/9660700/            NaN  \n",
       " 35                日化                                                    融资未公开  \n",
       " 36              IT服务   https://www.liepin.com/company/6629285/            NaN  \n",
       " 37                游戏    https://www.liepin.com/company/803274/            已上市  \n",
       " 38              咨询服务  https://www.liepin.com/company/12912133/          融资未公开  \n",
       " 39              IT服务   https://www.liepin.com/company/6629285/            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"张女士\",\"userId\":\"7f4e7e8ef7261...   \n",
       " 1   {\"recruiterName\":\"黄先生\",\"userId\":\"e1f6f5d863e24...   \n",
       " 2   {\"recruiterName\":\"陈女士\",\"userId\":\"8715187753916...   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       " 4   {\"recruiterName\":\"侯先生\",\"userId\":\"7da08eb2dc102...   \n",
       " 5   {\"recruiterName\":\"侯先生\",\"userId\":\"7da08eb2dc102...   \n",
       " 6   {\"recruiterName\":\"谌女士\",\"userId\":\"1ddf52f282366...   \n",
       " 7   {\"recruiterName\":\"樊女士\",\"userId\":\"74207202b9a18...   \n",
       " 8   {\"recruiterName\":\"翁女士\",\"userId\":\"f08748e81b3b0...   \n",
       " 9   {\"recruiterName\":\"徐先生\",\"userId\":\"fcbe20e241c3f...   \n",
       " 10  {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       " 11  {\"recruiterName\":\"曾女士\",\"userId\":\"ef813c13d17dd...   \n",
       " 12  {\"recruiterName\":\"冯先生\",\"userId\":\"f7de5de3cbf7f...   \n",
       " 13  {\"recruiterName\":\"程先生\",\"userId\":\"1147dd557533b...   \n",
       " 14  {\"recruiterName\":\"黄先生\",\"userId\":\"e1f6f5d863e24...   \n",
       " 15  {\"recruiterName\":\"陈女士\",\"userId\":\"b61494f006ea8...   \n",
       " 16  {\"recruiterName\":\"王女士\",\"userId\":\"57a52ed73fed1...   \n",
       " 17  {\"recruiterName\":\"林先生\",\"userId\":\"ec2448066ad5c...   \n",
       " 18  {\"recruiterName\":\"刘先生\",\"userId\":\"22ab2b1a88769...   \n",
       " 19  {\"recruiterName\":\"黄女士\",\"userId\":\"09129a3bc6f13...   \n",
       " 20  {\"recruiterName\":\"邓先生\",\"userId\":\"4df980208f61a...   \n",
       " 21  {\"recruiterName\":\"黎先生\",\"userId\":\"ed79e9abb562c...   \n",
       " 22  {\"recruiterName\":\"Keli Tang\",\"userId\":\"8d90c26...   \n",
       " 23  {\"recruiterName\":\"宋女士\",\"userId\":\"375a1dfe17607...   \n",
       " 24  {\"recruiterName\":\"张先生\",\"userId\":\"80a35acbf6b55...   \n",
       " 25  {\"recruiterName\":\"陈女士\",\"userId\":\"7f371db882206...   \n",
       " 26  {\"recruiterName\":\"陈先生\",\"userId\":\"3466dbf14ff3a...   \n",
       " 27  {\"recruiterName\":\"林女士\",\"userId\":\"308332da68f59...   \n",
       " 28  {\"recruiterName\":\"赵女士\",\"userId\":\"a94c79b32e2ac...   \n",
       " 29  {\"recruiterName\":\"陈女士\",\"userId\":\"0f80a6460fa3a...   \n",
       " 30  {\"recruiterName\":\"杜先生\",\"userId\":\"cd24cb737616c...   \n",
       " 31  {\"recruiterName\":\"刘女士\",\"userId\":\"a3c89b1765f95...   \n",
       " 32  {\"recruiterName\":\"俞女士\",\"userId\":\"77ca96ebd1c0d...   \n",
       " 33  {\"recruiterName\":\"陆女士\",\"userId\":\"7829c0aa95f56...   \n",
       " 34  {\"recruiterName\":\"郑先生\",\"userId\":\"71e39b9fa38c7...   \n",
       " 35  {\"recruiterName\":\"孙女士\",\"userId\":\"47227c6fbfcd9...   \n",
       " 36  {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       " 37  {\"recruiterName\":\"唐女士\",\"userId\":\"69bf0604ae10e...   \n",
       " 38  {\"recruiterName\":\"赖先生\",\"userId\":\"ffb961ad05617...   \n",
       " 39  {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       " \n",
       "                                              dataInfo  \\\n",
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       " 8   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
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       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
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       " \n",
       "                                            job.labels  job.topJob  \\\n",
       " 0      [AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]        True   \n",
       " 1       [财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]        True   \n",
       " 2    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]        True   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...       False   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...       False   \n",
       " 5   [平台产品, 数据产品, 客户端产品, 策略产品, 产品优化, 用户研究, 产品规划, 需求...       False   \n",
       " 6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...       False   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]       False   \n",
       " 8                                                  []       False   \n",
       " 9                                  [广告产品, 广告行业, 团队管理]       False   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...       False   \n",
       " 11                                           [web端产品]       False   \n",
       " 12                                  [to C, 电子商务, 消费品]       False   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...       False   \n",
       " 14         [数据产品, 中台产品, 产品优化, 产品设计, 需求分析, 用户研究, 数据分析]       False   \n",
       " 15                                                 []       False   \n",
       " 16                                                 []       False   \n",
       " 17                                             [to C]       False   \n",
       " 18                                             [泌尿外科]       False   \n",
       " 19                                                 []       False   \n",
       " 20                                             [软件开发]       False   \n",
       " 21  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...       False   \n",
       " 22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...       False   \n",
       " 23                                   [化妆品, 消费品, 产品开发]       False   \n",
       " 24                                                 []       False   \n",
       " 25                                                 []       False   \n",
       " 26                                 [商品管理, 产品企划, 商品运营]       False   \n",
       " 27                                                 []       False   \n",
       " 28                                                 []       False   \n",
       " 29                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]       False   \n",
       " 30              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]       False   \n",
       " 31                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]       False   \n",
       " 32  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...       False   \n",
       " 33                                                 []       False   \n",
       " 34                                             [品牌策划]       False   \n",
       " 35                                 [市场营销, 产品管理, 产品开发]       False   \n",
       " 36                                                 []       False   \n",
       " 37                                [产品优化, 二次元在研, 项目管理]       False   \n",
       " 38                                                 []       False   \n",
       " 39                                             [增长产品]       False   \n",
       " \n",
       "                                        job.title  job.salary  job.dq  \\\n",
       " 0                                         IT产品经理      20-26k  广州-越秀区   \n",
       " 1                                         支付产品经理      15-20k  广州-天河区   \n",
       " 2                                    产品经理-电信信息化部   8-12k·13薪  广州-天河区   \n",
       " 3                    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区   \n",
       " 4                                   自动驾驶产品经理（PM）      25-35k  广州-海珠区   \n",
       " 5                                 自动驾驶工具产品经理（PM）      25-35k  广州-海珠区   \n",
       " 6                           产品经理/Product Manager      20-30k      广州   \n",
       " 7                            产品经理Product Manager      20-25k  广州-番禺区   \n",
       " 8             Product Sales Manager MR 产品销售经理 广州        薪资面议  广州-越秀区   \n",
       " 9                                高级跨境产品经理（Yep品牌）      25-35k      广州   \n",
       " 10                             助理产品经理（化妆品原料）/APM        薪资面议  广州-天河区   \n",
       " 11                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪  广州-白云区   \n",
       " 12                                      eWMS产品经理  20-40k·14薪  广州-天河区   \n",
       " 13                                  自动驾驶（硬件）产品经理  25-50k·15薪      广州   \n",
       " 14                                     产品经理（系统端）      14-18k  广州-天河区   \n",
       " 15                                     产品销售经理-广州  20-40k·16薪      广州   \n",
       " 16                    Automation Product Manager  20-40k·13薪  广州-天河区   \n",
       " 17                          eWMS Product Manager  20-40k·15薪      广州   \n",
       " 18                                        医药产品经理  25-30k·14薪  广州-越秀区   \n",
       " 19                                        助理产品经理  15-25k·13薪  广州-黄埔区   \n",
       " 20                                          产品经理  25-35k·14薪      广州   \n",
       " 21                                 产品经理（企业数字化转型）       6-10k  广州-天河区   \n",
       " 22                                          产品经理  18-40k·14薪  广州-越秀区   \n",
       " 23  Assistant Product Manager / Product Manager   18-30k·13薪      广州   \n",
       " 24                                        数码产品经理        薪资面议      广州   \n",
       " 25                                  产品经理（工业消洗产品）      12-30k      广州   \n",
       " 26                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  广州-天河区   \n",
       " 27                             产品经理-产品企划(J13606)      15-25k  广州-天河区   \n",
       " 28                                          产品经理      20-30k      广州   \n",
       " 29                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪  广州-黄埔区   \n",
       " 30                          eWMS Product Manager        薪资面议  广州-天河区   \n",
       " 31                                            PM  17-30k·13薪  广州-天河区   \n",
       " 32                        CRM实施顾问&项目经理PM(J12971)      11-22k  广州-番禺区   \n",
       " 33                               Product Manager  30-40k·13薪  广州-天河区   \n",
       " 34                                        产品策划经理      15-25k  广州-白云区   \n",
       " 35                              Product Manager       25-30k      广州   \n",
       " 36                                        数字营销PM        薪资面议  广州-天河区   \n",
       " 37                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  广州-天河区   \n",
       " 38                               Product Manager   8-16k·13薪  广州-天河区   \n",
       " 39                                          活动PM        薪资面议      广州   \n",
       " \n",
       "    job.jobId job.refreshTime job.jobKind  ...  \\\n",
       " 0   57326451  20230412110555           2  ...   \n",
       " 1   55739849  20230413150830           2  ...   \n",
       " 2   57754271  20230412172946           2  ...   \n",
       " 3   50965433  20230414103329           2  ...   \n",
       " 4   55703639  20230228112317           2  ...   \n",
       " 5   55703543  20230228112317           2  ...   \n",
       " 6   44053277  20230413094418           1  ...   \n",
       " 7   57679297  20230410215438           2  ...   \n",
       " 8   56689685  20230303234707           2  ...   \n",
       " 9   57632745  20230413070420           2  ...   \n",
       " 10  57794503  20230414103329           2  ...   \n",
       " 11  44113675  20230306145244           1  ...   \n",
       " 12  57001973  20230412111136           2  ...   \n",
       " 13  57223711  20230412190939           2  ...   \n",
       " 14  57270007  20230413150830           2  ...   \n",
       " 15  43492441  20230412101855           1  ...   \n",
       " 16  56876529  20230414113305           2  ...   \n",
       " 17  44978805  20230413114524           1  ...   \n",
       " 18  57157157  20230321153342           2  ...   \n",
       " 19  48604689  20230301100715           2  ...   \n",
       " 20  44709427  20230324111137           1  ...   \n",
       " 21  56295007  20230221094711           2  ...   \n",
       " 22  30477665  20230413103006           2  ...   \n",
       " 23  45187159  20230411142619           1  ...   \n",
       " 24  43037645  20210913204744           2  ...   \n",
       " 25  35923437  20220319162445           2  ...   \n",
       " 26  50466807  20221116184947           2  ...   \n",
       " 27  55829685  20230206112123           2  ...   \n",
       " 28  45253831  20230413092954           1  ...   \n",
       " 29  48554057  20230411104123           2  ...   \n",
       " 30  54145433  20230414104936           2  ...   \n",
       " 31  50173893  20230324093022           2  ...   \n",
       " 32  57403583  20230329180701           2  ...   \n",
       " 33  43309883  20230208175714           1  ...   \n",
       " 34  55992453  20230412154954           2  ...   \n",
       " 35  45177357  20230413101755           1  ...   \n",
       " 36  23154709  20200728103437           2  ...   \n",
       " 37  48905275  20220928174530           2  ...   \n",
       " 38  46626189  20220215115047           2  ...   \n",
       " 39  25415919  20210615114605           2  ...   \n",
       " \n",
       "             recruiter.recruiterPhoto                    recruiter.imId  \\\n",
       " 0    5f8f9865ea60860b75384fa508u.jpg  5e5d95960f37ddf6882b84a174d57208   \n",
       " 1    5f8f9868f6d1ab58476f24a008u.jpg  5fef31dd7c06e62a9ccf3dc45f6d7696   \n",
       " 2    571885ea45ce00977366da9105a.jpg  180268114ec479913eaad1f295204b5b   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 5    5f8f986bdfb13a7dee342f2108u.jpg  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 6    5cb81b959fae687d43164cca03u.jpg  d874c5f87567784901ab80e4a8b96567   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg  c161b9ea744ffb27d0e00b26797bdaff   \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg  8595d9ba8d1a1a2d801c17c79e240538   \n",
       " 9    5f8f986c79c7cc70efbf36c808u.jpg  6e308ed6b5145fdb78f5885b11a76839   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 11   62c6abbf1551f613ff3fa49a08u.png  7908151abdbef12e2efebeb7f272cb14   \n",
       " 12   63a9534728c57209b0f4aa0505u.png  fadfc2ceb1f0029d4ad85438c465a917   \n",
       " 13   63a46574fd38b10039f0b94b05u.png  6fa10ff6ea77d091528dabef14b76f2d   \n",
       " 14   5f8f9868f6d1ab58476f24a008u.jpg  5fef31dd7c06e62a9ccf3dc45f6d7696   \n",
       " 15   5f8fa3bdea60860b75385c7e08u.png  985c18edc2b4008b04612e645251413c   \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg  24c1cab13ef9bc2e801c17c79e240538   \n",
       " 17   62f7aab56555120790d6013103u.png  d9615c119bb132bd55a0b6511a508218   \n",
       " 18   5f8f986aea60860b75384fab08u.jpg  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       " 19   5f8f9865ea60860b75384fa508u.jpg  ef271aa98fbd8615613a615479ad0f1e   \n",
       " 20   62805e7707a1d17a9af2abd001u.jpg  6576d39ac3d6a469337193710fe42056   \n",
       " 21   5f8f9868f6d1ab58476f24a008u.jpg  beff7093463e459a613348042573671f   \n",
       " 22   5f8f9865ea60860b75384fa508u.jpg  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       " 23   6100c9081d756a75997a266703u.jpg  37476b87b3e233679f90a7bcfdb96d0e   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg  bd0efb08acc7704271de52c3bc0b6279   \n",
       " 25   5f8f9863f6d1ab58476f246a08u.jpg  18f5af2ced812a43d6a9d1214a39013b   \n",
       " 26   5f8f9868f6d1ab58476f24a008u.jpg  feaaf399e43a569d29323863fa1c0b93   \n",
       " 27   5f8f98648dbe6273dcf8515508u.jpg  7b8081a6d08696bafaf1d0d00bd33fc5   \n",
       " 28   606ff339fd3cfa235c8a104e02u.png  8a0305395cddc174dfb6df235db455f2   \n",
       " 29   5f8f98648dbe6273dcf8515508u.jpg  767685575712890413dd84912f51618a   \n",
       " 30   5f8f986aea60860b75384fab08u.jpg  0d2213fbc6520bd4e4cd5c055e1e05ce   \n",
       " 31   5f8f9863f6d1ab58476f246a08u.jpg  96080c821aff5629f19be04c8fd8e210   \n",
       " 32   601baaab60c8320221e3c1d902u.png  927752d28c878e66e4cd5c055e1e05ce   \n",
       " 33   62fe2d4a95ee1c041432be7a05u.jpg  50fe96bee43de82980764db4dc5d059d   \n",
       " 34   5f8f9868f6d1ab58476f24a008u.jpg  ecb69f58b8af2fa07bed4a56d1662c8b   \n",
       " 35  6321be3095ee1c04143439eb01u.jpeg  9cfdabc8878349689809d03804875792   \n",
       " 36   5f8f9863f6d1ab58476f246a08u.jpg  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " 37   5f8f986779c7cc70efbf36c008u.jpg  9e5b45289ab5581e337193710fe42056   \n",
       " 38   5f8f986bdfb13a7dee342f2108u.jpg  81d856a45c0e72274ebbef01db417cf0   \n",
       " 39   5f8f9863f6d1ab58476f246a08u.jpg  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " \n",
       "     recruiter.imUserType                    comp.compLogo    comp.compName  \\\n",
       " 0                      2  5bfe97f674719df0ac99562403a.png     时代中国控股集团有限公司   \n",
       " 1                      2  5ef856aa543a971969df89b903u.jpg             全民钱包   \n",
       " 2                      2  5bfea3d874719d2aa34c9d1703a.png            中数通信息   \n",
       " 3                      2  6274ee6d04a5ff469b10880402u.png             仙婷集团   \n",
       " 4                      2  60a497de907306298575785f03u.png       文远知行WeRide   \n",
       " 5                      2  60a497de907306298575785f03u.png       文远知行WeRide   \n",
       " 6                      2  60e2fe0bf3df194a3c48adb502u.png     某广州大型机械/设备公司   \n",
       " 7                      2  61b07937d0458d53c627567e02u.jpg   广州市新目标电子商务有限公司   \n",
       " 8                      2  5c0dfd9f570cb120f184080203u.jpg          西门子医疗系统   \n",
       " 9                      2  62fc68011daaa21b59c94d3305u.png     广州麦优网络科技有限公司   \n",
       " 10                     2  6274ee6d04a5ff469b10880402u.png             仙婷集团   \n",
       " 11                     2  60e2fe0bf3df194a3c48adb502u.png  某国内大型食品/饮料/日化公司   \n",
       " 12                     2  54d1e9c6712e7147fd813b3801a.png         广州宝洁有限公司   \n",
       " 13                     2  60a497de907306298575785f03u.png       文远知行WeRide   \n",
       " 14                     2  5ef856aa543a971969df89b903u.jpg             全民钱包   \n",
       " 15                     2  60e2fe0bf3df194a3c48adb502u.png      某上海大型医疗器械公司   \n",
       " 16                     2  5952237b7032381b6822192505a.jpg              丹纳赫   \n",
       " 17                     2  60e2fe0bf3df194a3c48adb502u.png  某广州大型食品/饮料/酒水公司   \n",
       " 18                     2  5bfe916674719d35745ad29703a.png             康方生物   \n",
       " 19                     2  60b831ef7cc07936e59f518306u.png     索恩照明(广州)有限公司   \n",
       " 20                     2  60e2fe0bf3df194a3c48adb502u.png         某广州互联网公司   \n",
       " 21                     2  5cc116c89fae687d43343d7308u.png             润建股份   \n",
       " 22                     2  59dc78457832e11b880f044c05a.png     即能科技(广州)有限公司   \n",
       " 23                     2  60e2fe0bf3df194a3c48adb502u.png        某国内大型日化公司   \n",
       " 24                     2  5bfe92c174719d9f609a7b9603a.png             汇丰软件   \n",
       " 25                     2  5bfe8edd74719d35745a548603a.png    广东环凯微生物科技有限公司   \n",
       " 26                     2  628c584cb244352e0e92248608u.png            斯凯奇中国   \n",
       " 27                     2  628c584cb244352e0e92248608u.png            斯凯奇中国   \n",
       " 28                     2  60e2fe0bf3df194a3c48adb502u.png        某广州IT服务公司   \n",
       " 29                     2  5bfe8edd74719d35745a548603a.png    广东环凯微生物科技有限公司   \n",
       " 30                     2  54d1e9c6712e7147fd813b3801a.png         广州宝洁有限公司   \n",
       " 31                     2  59029b747032a701b89b8b7a04a.jpg   上海华钦信息科技股份有限公司   \n",
       " 32                     2  5ed700f4ec4db462f82e4ddf01u.png   上海汉得信息技术股份有限公司   \n",
       " 33                     2  60e2fe0bf3df194a3c48adb502u.png  某广州大型食品/饮料/酒水公司   \n",
       " 34                     2  5f30a76e556e7a7b1280cc3006u.png     嫚熙控股(广州)有限公司   \n",
       " 35                     2  60e2fe0bf3df194a3c48adb502u.png       某国内大型快消品公司   \n",
       " 36                     2  5bfea15d74719d2aa34c24f803a.png        恩梯梯数据(中国)   \n",
       " 37                     2  5ff42565bebf7311a41e860005u.png             广州百田   \n",
       " 38                     2  612f1b02303e5d0d667cd9bb06u.png  贝兰格投资咨询(广州)有限公司   \n",
       " 39                     2  5bfea15d74719d2aa34c24f803a.png        恩梯梯数据(中国)   \n",
       " \n",
       "    comp.compScale comp.compId comp.compIndustry  \\\n",
       " 0     5000-10000人   2250604.0           房地产开发经营   \n",
       " 1        100-499人  12219769.0              科技金融   \n",
       " 2      1000-2000人   1103040.0          运营商/增值服务   \n",
       " 3          50-99人   8112968.0            贸易/进出口   \n",
       " 4        100-499人   9491766.0              人工智能   \n",
       " 5        100-499人   9491766.0              人工智能   \n",
       " 6        500-999人         NaN             机械/设备   \n",
       " 7        100-499人  13315477.0              IT服务   \n",
       " 8     5000-10000人   8916227.0              医疗器械   \n",
       " 9        100-499人   7891491.0              电子商务   \n",
       " 10         50-99人   8112968.0            贸易/进出口   \n",
       " 11     2000-5000人         NaN          食品/饮料/酒水   \n",
       " 12       10000人以上    873330.0                日化   \n",
       " 13       100-499人   9491766.0              人工智能   \n",
       " 14       100-499人  12219769.0              科技金融   \n",
       " 15       10000人以上         NaN              医疗器械   \n",
       " 16    5000-10000人   8506529.0              医疗器械   \n",
       " 17       10000人以上         NaN          食品/饮料/酒水   \n",
       " 18     2000-5000人   8275623.0                制药   \n",
       " 19       100-499人  12773635.0              仪器仪表   \n",
       " 20                        NaN               互联网   \n",
       " 21    5000-10000人   7863327.0              通信设备   \n",
       " 22          1-49人   9283329.0            专业技术服务   \n",
       " 23     2000-5000人         NaN                日化   \n",
       " 24     2000-5000人   2664546.0             计算机软件   \n",
       " 25       100-499人   7932064.0                制药   \n",
       " 26     2000-5000人  13032765.0          服装/纺织/皮革   \n",
       " 27     2000-5000人  13032765.0          服装/纺织/皮革   \n",
       " 28       100-499人         NaN              IT服务   \n",
       " 29       100-499人   7932064.0                制药   \n",
       " 30       10000人以上    873330.0                日化   \n",
       " 31     1000-2000人   8598051.0             计算机软件   \n",
       " 32       10000人以上   8361671.0               互联网   \n",
       " 33    5000-10000人         NaN          食品/饮料/酒水   \n",
       " 34     1000-2000人   9660700.0               互联网   \n",
       " 35     2000-5000人         NaN                日化   \n",
       " 36     2000-5000人   6629285.0              IT服务   \n",
       " 37       500-999人    803274.0                游戏   \n",
       " 38         50-99人  12912133.0              咨询服务   \n",
       " 39     2000-5000人   6629285.0              IT服务   \n",
       " \n",
       "                                    comp.link  comp.compStage  \n",
       " 0    https://www.liepin.com/company/2250604/             NaN  \n",
       " 1   https://www.liepin.com/company/12219769/              其他  \n",
       " 2    https://www.liepin.com/company/1103040/             NaN  \n",
       " 3    https://www.liepin.com/company/8112968/             NaN  \n",
       " 4    https://www.liepin.com/company/9491766/              C轮  \n",
       " 5    https://www.liepin.com/company/9491766/              C轮  \n",
       " 6                                                      融资未公开  \n",
       " 7   https://www.liepin.com/company/13315477/             NaN  \n",
       " 8    https://www.liepin.com/company/8916227/             NaN  \n",
       " 9    https://www.liepin.com/company/7891491/           融资未公开  \n",
       " 10   https://www.liepin.com/company/8112968/             NaN  \n",
       " 11                                                     融资未公开  \n",
       " 12    https://www.liepin.com/company/873330/             NaN  \n",
       " 13   https://www.liepin.com/company/9491766/              C轮  \n",
       " 14  https://www.liepin.com/company/12219769/              其他  \n",
       " 15                                                     融资未公开  \n",
       " 16   https://www.liepin.com/company/8506529/             NaN  \n",
       " 17                                                     融资未公开  \n",
       " 18   https://www.liepin.com/company/8275623/            港股上市  \n",
       " 19  https://www.liepin.com/company/12773635/             NaN  \n",
       " 20                                                       NaN  \n",
       " 21   https://www.liepin.com/company/7863327/          沪深A股上市  \n",
       " 22   https://www.liepin.com/company/9283329/             NaN  \n",
       " 23                                                     融资未公开  \n",
       " 24   https://www.liepin.com/company/2664546/              其他  \n",
       " 25   https://www.liepin.com/company/7932064/           融资未公开  \n",
       " 26  https://www.liepin.com/company/13032765/             NaN  \n",
       " 27  https://www.liepin.com/company/13032765/             NaN  \n",
       " 28                                                       NaN  \n",
       " 29   https://www.liepin.com/company/7932064/           融资未公开  \n",
       " 30    https://www.liepin.com/company/873330/             NaN  \n",
       " 31   https://www.liepin.com/company/8598051/             NaN  \n",
       " 32   https://www.liepin.com/company/8361671/             已上市  \n",
       " 33                                                     融资未公开  \n",
       " 34   https://www.liepin.com/company/9660700/             NaN  \n",
       " 35                                                     融资未公开  \n",
       " 36   https://www.liepin.com/company/6629285/             NaN  \n",
       " 37    https://www.liepin.com/company/803274/             已上市  \n",
       " 38  https://www.liepin.com/company/12912133/           融资未公开  \n",
       " 39   https://www.liepin.com/company/6629285/             NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"7f4e7e8ef7261892f9139596f2e1a7af\",\"...   \n",
       " 1   {\"userId\":\"871518775391643a04bdffecc9c81011\",\"...   \n",
       " 2   {\"userId\":\"e1f6f5d863e248b1fa8b08c8dbd02957\",\"...   \n",
       " 3   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 4   {\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...   \n",
       " 5   {\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...   \n",
       " 6   {\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...   \n",
       " 7   {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   \n",
       " 8   {\"userId\":\"f08748e81b3b0757d734fc6b171fa589\",\"...   \n",
       " 9   {\"userId\":\"e1f6f5d863e248b1fa8b08c8dbd02957\",\"...   \n",
       " 10  {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 11  {\"userId\":\"ef813c13d17ddf72662825202deeb056\",\"...   \n",
       " 12  {\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"...   \n",
       " 13  {\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...   \n",
       " 14  {\"userId\":\"fcbe20e241c3fb89f50e0e7d6db6b154\",\"...   \n",
       " 15  {\"userId\":\"b61494f006ea807945c2c8b358b10fa1\",\"...   \n",
       " 16  {\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...   \n",
       " 17  {\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...   \n",
       " 18  {\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...   \n",
       " 19  {\"userId\":\"09129a3bc6f13614e4e32c50af3d5f75\",\"...   \n",
       " 20  {\"userId\":\"4df980208f61abaa845b1031e141f2ce\",\"...   \n",
       " 21  {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...   \n",
       " 22  {\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...   \n",
       " 23  {\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...   \n",
       " 24  {\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...   \n",
       " 25  {\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...   \n",
       " 26  {\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...   \n",
       " 27  {\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...   \n",
       " 28  {\"userId\":\"a94c79b32e2ac4b0b0a633f2b1b00a0c\",\"...   \n",
       " 29  {\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...   \n",
       " 30  {\"userId\":\"cd24cb737616cf6b537f73a32e6c2ba3\",\"...   \n",
       " 31  {\"userId\":\"a3c89b1765f955f21481c55033648d88\",\"...   \n",
       " 32  {\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...   \n",
       " 33  {\"userId\":\"7829c0aa95f568cada116b3e040ec67e\",\"...   \n",
       " 34  {\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...   \n",
       " 35  {\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...   \n",
       " 36  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " 37  {\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...   \n",
       " 38  {\"userId\":\"ffb961ad0561780d685123d92072146b\",\"...   \n",
       " 39  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " \n",
       "                                              dataInfo recruiter.recruiterName  \\\n",
       " 0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     张女士   \n",
       " 1   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     陈女士   \n",
       " 2   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     黄先生   \n",
       " 3   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     吴女士   \n",
       " 4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     侯先生   \n",
       " 5   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     侯先生   \n",
       " 6   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     谌女士   \n",
       " 7   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     樊女士   \n",
       " 8   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     翁女士   \n",
       " 9   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     黄先生   \n",
       " 10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     吴女士   \n",
       " 11  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     曾女士   \n",
       " 12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     冯先生   \n",
       " 13  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     程先生   \n",
       " 14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     徐先生   \n",
       " 15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     陈女士   \n",
       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     王女士   \n",
       " 17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     林先生   \n",
       " 18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     刘先生   \n",
       " 19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     黄女士   \n",
       " 20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     邓先生   \n",
       " 21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     黎先生   \n",
       " 22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...               Keli Tang   \n",
       " 23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     宋女士   \n",
       " 24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     张先生   \n",
       " 25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     陈女士   \n",
       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     陈先生   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     林女士   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     赵女士   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     陈女士   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     杜先生   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     刘女士   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     俞女士   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     陆女士   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     郑先生   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     孙女士   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     刘女士   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     唐女士   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     赖先生   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     刘女士   \n",
       " \n",
       "         recruiter.recruiterTitle                    recruiter.imId  \\\n",
       " 0                      人事行政中心负责人  5e5d95960f37ddf6882b84a174d57208   \n",
       " 1                                 180268114ec479913eaad1f295204b5b   \n",
       " 2                           招聘经理  5fef31dd7c06e62a9ccf3dc45f6d7696   \n",
       " 3                  HR Specialist  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 4                           HRBP  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 5                           HRBP  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 6                           猎头顾问  d874c5f87567784901ab80e4a8b96567   \n",
       " 7                            HRM  c161b9ea744ffb27d0e00b26797bdaff   \n",
       " 8   Recruiter-Talent Acquisition  8595d9ba8d1a1a2d801c17c79e240538   \n",
       " 9                           招聘经理  5fef31dd7c06e62a9ccf3dc45f6d7696   \n",
       " 10                 HR Specialist  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 11                          猎头顾问  7908151abdbef12e2efebeb7f272cb14   \n",
       " 12                     Recruiter  fadfc2ceb1f0029d4ad85438c465a917   \n",
       " 13                          招聘专家  6fa10ff6ea77d091528dabef14b76f2d   \n",
       " 14                   招聘经理/HRBP经理  6e308ed6b5145fdb78f5885b11a76839   \n",
       " 15                          猎头顾问  985c18edc2b4008b04612e645251413c   \n",
       " 16                        人力资源专员  24c1cab13ef9bc2e801c17c79e240538   \n",
       " 17                          猎头顾问  d9615c119bb132bd55a0b6511a508218   \n",
       " 18                    高级医学信息沟通专员  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       " 19                          招聘经理  ef271aa98fbd8615613a615479ad0f1e   \n",
       " 20                          猎头顾问  6576d39ac3d6a469337193710fe42056   \n",
       " 21                          招聘主管  beff7093463e459a613348042573671f   \n",
       " 22                          HRBP  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       " 23                          猎头顾问  37476b87b3e233679f90a7bcfdb96d0e   \n",
       " 24                           112  bd0efb08acc7704271de52c3bc0b6279   \n",
       " 25                            HR  18f5af2ced812a43d6a9d1214a39013b   \n",
       " 26                                feaaf399e43a569d29323863fa1c0b93   \n",
       " 27                    人力资源业务合作伙伴  7b8081a6d08696bafaf1d0d00bd33fc5   \n",
       " 28                          猎头顾问  8a0305395cddc174dfb6df235db455f2   \n",
       " 29                                767685575712890413dd84912f51618a   \n",
       " 30                          招聘经理  0d2213fbc6520bd4e4cd5c055e1e05ce   \n",
       " 31                            HR  96080c821aff5629f19be04c8fd8e210   \n",
       " 32                            HR  927752d28c878e66e4cd5c055e1e05ce   \n",
       " 33                          猎头顾问  50fe96bee43de82980764db4dc5d059d   \n",
       " 34                           HRM  ecb69f58b8af2fa07bed4a56d1662c8b   \n",
       " 35                          猎头顾问  9cfdabc8878349689809d03804875792   \n",
       " 36                    Consultant  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " 37                                9e5b45289ab5581e337193710fe42056   \n",
       " 38                        人力资源总监  81d856a45c0e72274ebbef01db417cf0   \n",
       " 39                    Consultant  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " \n",
       "    recruiter.imUserType  recruiter.chatted             recruiter.recruiterId  \\\n",
       " 0                     2              False  7f4e7e8ef7261892f9139596f2e1a7af   \n",
       " 1                     2              False  871518775391643a04bdffecc9c81011   \n",
       " 2                     2              False  e1f6f5d863e248b1fa8b08c8dbd02957   \n",
       " 3                     2              False  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4                     2              False  7da08eb2dc102f58400ecda04a611db0   \n",
       " 5                     2              False  7da08eb2dc102f58400ecda04a611db0   \n",
       " 6                     2              False  1ddf52f28236620a73d520f2e8bd293b   \n",
       " 7                     2              False  74207202b9a1882cbe061eb681f898fc   \n",
       " 8                     2              False  f08748e81b3b0757d734fc6b171fa589   \n",
       " 9                     2              False  e1f6f5d863e248b1fa8b08c8dbd02957   \n",
       " 10                    2              False  14799e1bef289c70aa9b550257de7ea8   \n",
       " 11                    2              False  ef813c13d17ddf72662825202deeb056   \n",
       " 12                    2              False  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       " 13                    2              False  1147dd557533b4567e1472c76bc04ebd   \n",
       " 14                    2              False  fcbe20e241c3fb89f50e0e7d6db6b154   \n",
       " 15                    2              False  b61494f006ea807945c2c8b358b10fa1   \n",
       " 16                    2              False  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 17                    2              False  ec2448066ad5cdf94f25083a3243b675   \n",
       " 18                    2              False  22ab2b1a88769c3259935c280d474240   \n",
       " 19                    2              False  09129a3bc6f13614e4e32c50af3d5f75   \n",
       " 20                    2              False  4df980208f61abaa845b1031e141f2ce   \n",
       " 21                    2              False  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 22                    2              False  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 23                    2              False  375a1dfe17607510a0693c119d820cfb   \n",
       " 24                    2              False  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 25                    2              False  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 26                    2              False  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 27                    2              False  308332da68f592edf82050c4b8bff969   \n",
       " 28                    2              False  a94c79b32e2ac4b0b0a633f2b1b00a0c   \n",
       " 29                    2              False  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 30                    2              False  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       " 31                    2              False  a3c89b1765f955f21481c55033648d88   \n",
       " 32                    2              False  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 33                    2              False  7829c0aa95f568cada116b3e040ec67e   \n",
       " 34                    2              False  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 35                    2              False  47227c6fbfcd952686963be95b15422d   \n",
       " 36                    2              False  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 37                    2              False  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 38                    2              False  ffb961ad0561780d685123d92072146b   \n",
       " 39                    2              False  e8c70da123d6c7e1efcb8675c412f368   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compIndustry  ... job.jobKind  \\\n",
       " 0    5f8f9865ea60860b75384fa508u.jpg           房地产开发经营  ...           2   \n",
       " 1    571885ea45ce00977366da9105a.jpg          运营商/增值服务  ...           2   \n",
       " 2    5f8f9868f6d1ab58476f24a008u.jpg              科技金融  ...           2   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口  ...           2   \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg              人工智能  ...           2   \n",
       " 5    5f8f986bdfb13a7dee342f2108u.jpg              人工智能  ...           2   \n",
       " 6    5cb81b959fae687d43164cca03u.jpg             机械/设备  ...           1   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg              IT服务  ...           2   \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg              医疗器械  ...           2   \n",
       " 9    5f8f9868f6d1ab58476f24a008u.jpg              科技金融  ...           2   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口  ...           2   \n",
       " 11   62c6abbf1551f613ff3fa49a08u.png          食品/饮料/酒水  ...           1   \n",
       " 12   63a9534728c57209b0f4aa0505u.png                日化  ...           2   \n",
       " 13   63a46574fd38b10039f0b94b05u.png              人工智能  ...           2   \n",
       " 14   5f8f986c79c7cc70efbf36c808u.jpg              电子商务  ...           2   \n",
       " 15   5f8fa3bdea60860b75385c7e08u.png              医疗器械  ...           1   \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg              医疗器械  ...           2   \n",
       " 17   62f7aab56555120790d6013103u.png          食品/饮料/酒水  ...           1   \n",
       " 18   5f8f986aea60860b75384fab08u.jpg                制药  ...           2   \n",
       " 19   5f8f9865ea60860b75384fa508u.jpg              仪器仪表  ...           2   \n",
       " 20   62805e7707a1d17a9af2abd001u.jpg               互联网  ...           1   \n",
       " 21   5f8f9868f6d1ab58476f24a008u.jpg              通信设备  ...           2   \n",
       " 22   5f8f9865ea60860b75384fa508u.jpg            专业技术服务  ...           2   \n",
       " 23   6100c9081d756a75997a266703u.jpg                日化  ...           1   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg             计算机软件  ...           2   \n",
       " 25   5f8f9863f6d1ab58476f246a08u.jpg                制药  ...           2   \n",
       " 26   5f8f9868f6d1ab58476f24a008u.jpg          服装/纺织/皮革  ...           2   \n",
       " 27   5f8f98648dbe6273dcf8515508u.jpg          服装/纺织/皮革  ...           2   \n",
       " 28   606ff339fd3cfa235c8a104e02u.png              IT服务  ...           1   \n",
       " 29   5f8f98648dbe6273dcf8515508u.jpg                制药  ...           2   \n",
       " 30   5f8f986aea60860b75384fab08u.jpg                日化  ...           2   \n",
       " 31   5f8f9863f6d1ab58476f246a08u.jpg             计算机软件  ...           2   \n",
       " 32   601baaab60c8320221e3c1d902u.png               互联网  ...           2   \n",
       " 33   62fe2d4a95ee1c041432be7a05u.jpg          食品/饮料/酒水  ...           1   \n",
       " 34   5f8f9868f6d1ab58476f24a008u.jpg               互联网  ...           2   \n",
       " 35  6321be3095ee1c04143439eb01u.jpeg                日化  ...           1   \n",
       " 36   5f8f9863f6d1ab58476f246a08u.jpg              IT服务  ...           2   \n",
       " 37   5f8f986779c7cc70efbf36c008u.jpg                游戏  ...           2   \n",
       " 38   5f8f986bdfb13a7dee342f2108u.jpg              咨询服务  ...           2   \n",
       " 39   5f8f9863f6d1ab58476f246a08u.jpg              IT服务  ...           2   \n",
       " \n",
       "    job.jobId  job.topJob                                     job.link  \\\n",
       " 0   57326451        True  https://www.liepin.com/job/1957326451.shtml   \n",
       " 1   57754271        True  https://www.liepin.com/job/1957754271.shtml   \n",
       " 2   57270007        True  https://www.liepin.com/job/1957270007.shtml   \n",
       " 3   50965433       False  https://www.liepin.com/job/1950965433.shtml   \n",
       " 4   55703639       False  https://www.liepin.com/job/1955703639.shtml   \n",
       " 5   55703543       False  https://www.liepin.com/job/1955703543.shtml   \n",
       " 6   44053277       False      https://www.liepin.com/a/44053277.shtml   \n",
       " 7   57679297       False  https://www.liepin.com/job/1957679297.shtml   \n",
       " 8   56689685       False  https://www.liepin.com/job/1956689685.shtml   \n",
       " 9   55739849       False  https://www.liepin.com/job/1955739849.shtml   \n",
       " 10  57794503       False  https://www.liepin.com/job/1957794503.shtml   \n",
       " 11  44113675       False      https://www.liepin.com/a/44113675.shtml   \n",
       " 12  57001973       False  https://www.liepin.com/job/1957001973.shtml   \n",
       " 13  57223711       False  https://www.liepin.com/job/1957223711.shtml   \n",
       " 14  57632745       False  https://www.liepin.com/job/1957632745.shtml   \n",
       " 15  43492441       False      https://www.liepin.com/a/43492441.shtml   \n",
       " 16  56876529       False  https://www.liepin.com/job/1956876529.shtml   \n",
       " 17  44978805       False      https://www.liepin.com/a/44978805.shtml   \n",
       " 18  57157157       False  https://www.liepin.com/job/1957157157.shtml   \n",
       " 19  48604689       False  https://www.liepin.com/job/1948604689.shtml   \n",
       " 20  44709427       False      https://www.liepin.com/a/44709427.shtml   \n",
       " 21  56295007       False  https://www.liepin.com/job/1956295007.shtml   \n",
       " 22  30477665       False  https://www.liepin.com/job/1930477665.shtml   \n",
       " 23  45187159       False      https://www.liepin.com/a/45187159.shtml   \n",
       " 24  43037645       False  https://www.liepin.com/job/1943037645.shtml   \n",
       " 25  35923437       False  https://www.liepin.com/job/1935923437.shtml   \n",
       " 26  50466807       False  https://www.liepin.com/job/1950466807.shtml   \n",
       " 27  55829685       False  https://www.liepin.com/job/1955829685.shtml   \n",
       " 28  45253831       False      https://www.liepin.com/a/45253831.shtml   \n",
       " 29  48554057       False  https://www.liepin.com/job/1948554057.shtml   \n",
       " 30  54145433       False  https://www.liepin.com/job/1954145433.shtml   \n",
       " 31  50173893       False  https://www.liepin.com/job/1950173893.shtml   \n",
       " 32  57403583       False  https://www.liepin.com/job/1957403583.shtml   \n",
       " 33  43309883       False      https://www.liepin.com/a/43309883.shtml   \n",
       " 34  55992453       False  https://www.liepin.com/job/1955992453.shtml   \n",
       " 35  45177357       False      https://www.liepin.com/a/45177357.shtml   \n",
       " 36  23154709       False  https://www.liepin.com/job/1923154709.shtml   \n",
       " 37  48905275       False  https://www.liepin.com/job/1948905275.shtml   \n",
       " 38  46626189       False  https://www.liepin.com/job/1946626189.shtml   \n",
       " 39  25415919       False  https://www.liepin.com/job/1925415919.shtml   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink  \\\n",
       " 0                                    \n",
       " 1                                    \n",
       " 2                                    \n",
       " 3                                    \n",
       " 4                                    \n",
       " 5                                    \n",
       " 6              NaN             NaN   \n",
       " 7                                    \n",
       " 8                                    \n",
       " 9                                    \n",
       " 10                                   \n",
       " 11             NaN             NaN   \n",
       " 12                                   \n",
       " 13                                   \n",
       " 14                                   \n",
       " 15             NaN             NaN   \n",
       " 16                                   \n",
       " 17             NaN             NaN   \n",
       " 18                                   \n",
       " 19                                   \n",
       " 20             NaN             NaN   \n",
       " 21                                   \n",
       " 22                                   \n",
       " 23             NaN             NaN   \n",
       " 24                                   \n",
       " 25                                   \n",
       " 26                                   \n",
       " 27                                   \n",
       " 28             NaN             NaN   \n",
       " 29                                   \n",
       " 30                                   \n",
       " 31                                   \n",
       " 32                                   \n",
       " 33             NaN             NaN   \n",
       " 34                                   \n",
       " 35             NaN             NaN   \n",
       " 36                                   \n",
       " 37                                   \n",
       " 38                                   \n",
       " 39                                   \n",
       " \n",
       "                                        job.dataPromId job.requireEduLevel  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                学历不限   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                学历不限   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               本科及以上   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               本科及以上   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " \n",
       "    job.requireWorkYears comp.compStage  \n",
       " 0                 5-10年            NaN  \n",
       " 1                  3-5年            NaN  \n",
       " 2                  3-5年             其他  \n",
       " 3                  3-5年            NaN  \n",
       " 4                  3-5年             C轮  \n",
       " 5                  3-5年             C轮  \n",
       " 6                 5-10年          融资未公开  \n",
       " 7                  3-5年            NaN  \n",
       " 8                 5-10年            NaN  \n",
       " 9                  3-5年             其他  \n",
       " 10                 3-5年            NaN  \n",
       " 11                5-10年          融资未公开  \n",
       " 12                 经验不限            NaN  \n",
       " 13                 经验不限             C轮  \n",
       " 14                5-10年          融资未公开  \n",
       " 15                 3-5年          融资未公开  \n",
       " 16                5-10年            NaN  \n",
       " 17                 经验不限          融资未公开  \n",
       " 18                 1-3年           港股上市  \n",
       " 19                5-10年            NaN  \n",
       " 20                10年以上            NaN  \n",
       " 21                 3-5年         沪深A股上市  \n",
       " 22                5-10年            NaN  \n",
       " 23                5-10年          融资未公开  \n",
       " 24                 3-5年             其他  \n",
       " 25                 3-5年          融资未公开  \n",
       " 26                 3-5年            NaN  \n",
       " 27                5-10年            NaN  \n",
       " 28                10年以上            NaN  \n",
       " 29                 3-5年          融资未公开  \n",
       " 30                5-10年            NaN  \n",
       " 31                5-10年            NaN  \n",
       " 32                 3-5年            已上市  \n",
       " 33                5-10年          融资未公开  \n",
       " 34                5-10年            NaN  \n",
       " 35                 1-3年          融资未公开  \n",
       " 36                5-10年            NaN  \n",
       " 37                5-10年            已上市  \n",
       " 38                 3-5年          融资未公开  \n",
       " 39                 3-5年            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 1   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 2   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 3   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 4   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 5   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 6   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 7   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 8   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 9   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 10  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 11  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 12  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 13  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 14  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 15  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 16  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 17  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 18  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 19  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 20  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 21  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 22  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 23  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 24  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 25  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 26  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 27  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 28  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 29  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 30  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 31  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 32  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 33  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 34  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 35  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 36  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 37  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 38  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " 39  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"张女士\",\"jobId\":\"57326451\",\"use...   \n",
       " 1   {\"recruiterName\":\"黄先生\",\"jobId\":\"55739849\",\"use...   \n",
       " 2   {\"recruiterName\":\"陈女士\",\"jobId\":\"57754271\",\"use...   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"jobId\":\"50965433\",\"use...   \n",
       " 4   {\"recruiterName\":\"侯先生\",\"jobId\":\"55703639\",\"use...   \n",
       " 5   {\"recruiterName\":\"侯先生\",\"jobId\":\"55703543\",\"use...   \n",
       " 6   {\"recruiterName\":\"谌女士\",\"jobId\":\"44053277\",\"use...   \n",
       " 7   {\"recruiterName\":\"樊女士\",\"jobId\":\"57679297\",\"use...   \n",
       " 8   {\"recruiterName\":\"翁女士\",\"jobId\":\"56689685\",\"use...   \n",
       " 9   {\"recruiterName\":\"徐先生\",\"jobId\":\"57632745\",\"use...   \n",
       " 10  {\"recruiterName\":\"吴女士\",\"jobId\":\"57794503\",\"use...   \n",
       " 11  {\"recruiterName\":\"曾女士\",\"jobId\":\"44113675\",\"use...   \n",
       " 12  {\"recruiterName\":\"冯先生\",\"jobId\":\"57001973\",\"use...   \n",
       " 13  {\"recruiterName\":\"程先生\",\"jobId\":\"57223711\",\"use...   \n",
       " 14  {\"recruiterName\":\"黄先生\",\"jobId\":\"57270007\",\"use...   \n",
       " 15  {\"recruiterName\":\"陈女士\",\"jobId\":\"43492441\",\"use...   \n",
       " 16  {\"recruiterName\":\"王女士\",\"jobId\":\"56876529\",\"use...   \n",
       " 17  {\"recruiterName\":\"林先生\",\"jobId\":\"44978805\",\"use...   \n",
       " 18  {\"recruiterName\":\"刘先生\",\"jobId\":\"57157157\",\"use...   \n",
       " 19  {\"recruiterName\":\"黄女士\",\"jobId\":\"48604689\",\"use...   \n",
       " 20  {\"recruiterName\":\"邓先生\",\"jobId\":\"44709427\",\"use...   \n",
       " 21  {\"recruiterName\":\"黎先生\",\"jobId\":\"56295007\",\"use...   \n",
       " 22  {\"recruiterName\":\"Keli Tang\",\"jobId\":\"30477665...   \n",
       " 23  {\"recruiterName\":\"宋女士\",\"jobId\":\"45187159\",\"use...   \n",
       " 24  {\"recruiterName\":\"张先生\",\"jobId\":\"43037645\",\"use...   \n",
       " 25  {\"recruiterName\":\"陈女士\",\"jobId\":\"35923437\",\"use...   \n",
       " 26  {\"recruiterName\":\"陈先生\",\"jobId\":\"50466807\",\"use...   \n",
       " 27  {\"recruiterName\":\"林女士\",\"jobId\":\"55829685\",\"use...   \n",
       " 28  {\"recruiterName\":\"赵女士\",\"jobId\":\"45253831\",\"use...   \n",
       " 29  {\"recruiterName\":\"陈女士\",\"jobId\":\"48554057\",\"use...   \n",
       " 30  {\"recruiterName\":\"杜先生\",\"jobId\":\"54145433\",\"use...   \n",
       " 31  {\"recruiterName\":\"刘女士\",\"jobId\":\"50173893\",\"use...   \n",
       " 32  {\"recruiterName\":\"俞女士\",\"jobId\":\"57403583\",\"use...   \n",
       " 33  {\"recruiterName\":\"陆女士\",\"jobId\":\"43309883\",\"use...   \n",
       " 34  {\"recruiterName\":\"郑先生\",\"jobId\":\"55992453\",\"use...   \n",
       " 35  {\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"use...   \n",
       " 36  {\"recruiterName\":\"刘女士\",\"jobId\":\"23154709\",\"use...   \n",
       " 37  {\"recruiterName\":\"唐女士\",\"jobId\":\"48905275\",\"use...   \n",
       " 38  {\"recruiterName\":\"赖先生\",\"jobId\":\"46626189\",\"use...   \n",
       " 39  {\"recruiterName\":\"刘女士\",\"jobId\":\"25415919\",\"use...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0      [AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]  20230412110555   \n",
       " 1       [财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]  20230413150830   \n",
       " 2    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]  20230412172946   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  20230414103329   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...  20230228112317   \n",
       " 5   [平台产品, 数据产品, 客户端产品, 策略产品, 产品优化, 用户研究, 产品规划, 需求...  20230228112317   \n",
       " 6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...  20230413094418   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]  20230410215438   \n",
       " 8                                                  []  20230303234707   \n",
       " 9                                  [广告产品, 广告行业, 团队管理]  20230413070420   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  20230414103329   \n",
       " 11                                           [web端产品]  20230306145244   \n",
       " 12                                  [to C, 电子商务, 消费品]  20230412111136   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...  20230412190939   \n",
       " 14         [数据产品, 中台产品, 产品优化, 产品设计, 需求分析, 用户研究, 数据分析]  20230413150830   \n",
       " 15                                                 []  20230412101855   \n",
       " 16                                                 []  20230414113305   \n",
       " 17                                             [to C]  20230413114524   \n",
       " 18                                             [泌尿外科]  20230321153342   \n",
       " 19                                                 []  20230301100715   \n",
       " 20                                             [软件开发]  20230324111137   \n",
       " 21  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  20230221094711   \n",
       " 22  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  20230413103006   \n",
       " 23                                   [化妆品, 消费品, 产品开发]  20230411142619   \n",
       " 24                                                 []  20210913204744   \n",
       " 25                                                 []  20220319162445   \n",
       " 26                                 [商品管理, 产品企划, 商品运营]  20221116184947   \n",
       " 27                                                 []  20230206112123   \n",
       " 28                                                 []  20230413092954   \n",
       " 29                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  20230411104123   \n",
       " 30              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]  20230414104936   \n",
       " 31                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]  20230324093022   \n",
       " 32  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...  20230329180701   \n",
       " 33                                                 []  20230208175714   \n",
       " 34                                             [品牌策划]  20230412154954   \n",
       " 35                                 [市场营销, 产品管理, 产品开发]  20230413101755   \n",
       " 36                                                 []  20200728103437   \n",
       " 37                                [产品优化, 二次元在研, 项目管理]  20220928174530   \n",
       " 38                                                 []  20220215115047   \n",
       " 39                                             [增长产品]  20210615114605   \n",
       " \n",
       "    job.jobId  job.advViewFlag                                     job.title  \\\n",
       " 0   57326451             True                                        IT产品经理   \n",
       " 1   55739849             True                                        支付产品经理   \n",
       " 2   57754271             True                                   产品经理-电信信息化部   \n",
       " 3   50965433            False                   产品经理（化妆品原料）/Product Manager   \n",
       " 4   55703639            False                                  自动驾驶产品经理（PM）   \n",
       " 5   55703543            False                                自动驾驶工具产品经理（PM）   \n",
       " 6   44053277            False                          产品经理/Product Manager   \n",
       " 7   57679297            False                           产品经理Product Manager   \n",
       " 8   56689685            False            Product Sales Manager MR 产品销售经理 广州   \n",
       " 9   57632745            False                               高级跨境产品经理（Yep品牌）   \n",
       " 10  57794503            False                             助理产品经理（化妆品原料）/APM   \n",
       " 11  44113675            False                         AI应用产品经理/港资企业正编/双休WLB   \n",
       " 12  57001973            False                                      eWMS产品经理   \n",
       " 13  57223711            False                                  自动驾驶（硬件）产品经理   \n",
       " 14  57270007            False                                     产品经理（系统端）   \n",
       " 15  43492441            False                                     产品销售经理-广州   \n",
       " 16  56876529            False                    Automation Product Manager   \n",
       " 17  44978805            False                          eWMS Product Manager   \n",
       " 18  57157157            False                                        医药产品经理   \n",
       " 19  48604689            False                                        助理产品经理   \n",
       " 20  44709427            False                                          产品经理   \n",
       " 21  56295007            False                                 产品经理（企业数字化转型）   \n",
       " 22  30477665            False                                          产品经理   \n",
       " 23  45187159            False  Assistant Product Manager / Product Manager    \n",
       " 24  43037645            False                                        数码产品经理   \n",
       " 25  35923437            False                                  产品经理（工业消洗产品）   \n",
       " 26  50466807            False                         产品经理-产品企划（鞋类）(J13091)   \n",
       " 27  55829685            False                             产品经理-产品企划(J13606)   \n",
       " 28  45253831            False                                          产品经理   \n",
       " 29  48554057            False                          微生物检测产品经理（制药或食品行业方向）   \n",
       " 30  54145433            False                          eWMS Product Manager   \n",
       " 31  50173893            False                                            PM   \n",
       " 32  57403583            False                        CRM实施顾问&项目经理PM(J12971)   \n",
       " 33  43309883            False                               Product Manager   \n",
       " 34  55992453            False                                        产品策划经理   \n",
       " 35  45177357            False                              Product Manager    \n",
       " 36  23154709            False                                        数字营销PM   \n",
       " 37  48905275            False                        项目发行PM（二次元） (MJ000855)   \n",
       " 38  46626189            False                               Product Manager   \n",
       " 39  25415919            False                                          活动PM   \n",
       " \n",
       "     job.salary  job.dq job.jobKind  ...             recruiter.recruiterId  \\\n",
       " 0       20-26k  广州-越秀区           2  ...  7f4e7e8ef7261892f9139596f2e1a7af   \n",
       " 1       15-20k  广州-天河区           2  ...  e1f6f5d863e248b1fa8b08c8dbd02957   \n",
       " 2    8-12k·13薪  广州-天河区           2  ...  871518775391643a04bdffecc9c81011   \n",
       " 3         薪资面议  广州-天河区           2  ...  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4       25-35k  广州-海珠区           2  ...  7da08eb2dc102f58400ecda04a611db0   \n",
       " 5       25-35k  广州-海珠区           2  ...  7da08eb2dc102f58400ecda04a611db0   \n",
       " 6       20-30k      广州           1  ...  1ddf52f28236620a73d520f2e8bd293b   \n",
       " 7       20-25k  广州-番禺区           2  ...  74207202b9a1882cbe061eb681f898fc   \n",
       " 8         薪资面议  广州-越秀区           2  ...  f08748e81b3b0757d734fc6b171fa589   \n",
       " 9       25-35k      广州           2  ...  fcbe20e241c3fb89f50e0e7d6db6b154   \n",
       " 10        薪资面议  广州-天河区           2  ...  14799e1bef289c70aa9b550257de7ea8   \n",
       " 11  15-24k·13薪  广州-白云区           1  ...  ef813c13d17ddf72662825202deeb056   \n",
       " 12  20-40k·14薪  广州-天河区           2  ...  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       " 13  25-50k·15薪      广州           2  ...  1147dd557533b4567e1472c76bc04ebd   \n",
       " 14      14-18k  广州-天河区           2  ...  e1f6f5d863e248b1fa8b08c8dbd02957   \n",
       " 15  20-40k·16薪      广州           1  ...  b61494f006ea807945c2c8b358b10fa1   \n",
       " 16  20-40k·13薪  广州-天河区           2  ...  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 17  20-40k·15薪      广州           1  ...  ec2448066ad5cdf94f25083a3243b675   \n",
       " 18  25-30k·14薪  广州-越秀区           2  ...  22ab2b1a88769c3259935c280d474240   \n",
       " 19  15-25k·13薪  广州-黄埔区           2  ...  09129a3bc6f13614e4e32c50af3d5f75   \n",
       " 20  25-35k·14薪      广州           1  ...  4df980208f61abaa845b1031e141f2ce   \n",
       " 21       6-10k  广州-天河区           2  ...  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 22  18-40k·14薪  广州-越秀区           2  ...  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 23  18-30k·13薪      广州           1  ...  375a1dfe17607510a0693c119d820cfb   \n",
       " 24        薪资面议      广州           2  ...  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 25      12-30k      广州           2  ...  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 26  14-28k·16薪  广州-天河区           2  ...  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 27      15-25k  广州-天河区           2  ...  308332da68f592edf82050c4b8bff969   \n",
       " 28      20-30k      广州           1  ...  a94c79b32e2ac4b0b0a633f2b1b00a0c   \n",
       " 29  15-20k·20薪  广州-黄埔区           2  ...  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 30        薪资面议  广州-天河区           2  ...  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       " 31  17-30k·13薪  广州-天河区           2  ...  a3c89b1765f955f21481c55033648d88   \n",
       " 32      11-22k  广州-番禺区           2  ...  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 33  30-40k·13薪  广州-天河区           1  ...  7829c0aa95f568cada116b3e040ec67e   \n",
       " 34      15-25k  广州-白云区           2  ...  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 35      25-30k      广州           1  ...  47227c6fbfcd952686963be95b15422d   \n",
       " 36        薪资面议  广州-天河区           2  ...  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 37  20-28k·13薪  广州-天河区           2  ...  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 38   8-16k·13薪  广州-天河区           2  ...  ffb961ad0561780d685123d92072146b   \n",
       " 39        薪资面议      广州           2  ...  e8c70da123d6c7e1efcb8675c412f368   \n",
       " \n",
       "    recruiter.chatted          recruiter.recruiterPhoto  \\\n",
       " 0              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 1              False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 2              False   571885ea45ce00977366da9105a.jpg   \n",
       " 3              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 4              False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 5              False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 6              False   5cb81b959fae687d43164cca03u.jpg   \n",
       " 7              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 8              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 9              False   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 10             False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11             False   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 12             False   63a9534728c57209b0f4aa0505u.png   \n",
       " 13             False   63a46574fd38b10039f0b94b05u.png   \n",
       " 14             False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 15             False   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 16             False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 17             False   62f7aab56555120790d6013103u.png   \n",
       " 18             False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 19             False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20             False   62805e7707a1d17a9af2abd001u.jpg   \n",
       " 21             False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 22             False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 23             False   6100c9081d756a75997a266703u.jpg   \n",
       " 24             False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 25             False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 26             False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 27             False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 28             False   606ff339fd3cfa235c8a104e02u.png   \n",
       " 29             False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 30             False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 31             False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 32             False   601baaab60c8320221e3c1d902u.png   \n",
       " 33             False   62fe2d4a95ee1c041432be7a05u.jpg   \n",
       " 34             False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 35             False  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 36             False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 37             False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 38             False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 39             False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " \n",
       "                       comp.compLogo comp.compId    comp.compName  \\\n",
       " 0   5bfe97f674719df0ac99562403a.png   2250604.0     时代中国控股集团有限公司   \n",
       " 1   5ef856aa543a971969df89b903u.jpg  12219769.0             全民钱包   \n",
       " 2   5bfea3d874719d2aa34c9d1703a.png   1103040.0            中数通信息   \n",
       " 3   6274ee6d04a5ff469b10880402u.png   8112968.0             仙婷集团   \n",
       " 4   60a497de907306298575785f03u.png   9491766.0       文远知行WeRide   \n",
       " 5   60a497de907306298575785f03u.png   9491766.0       文远知行WeRide   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png         NaN     某广州大型机械/设备公司   \n",
       " 7   61b07937d0458d53c627567e02u.jpg  13315477.0   广州市新目标电子商务有限公司   \n",
       " 8   5c0dfd9f570cb120f184080203u.jpg   8916227.0          西门子医疗系统   \n",
       " 9   62fc68011daaa21b59c94d3305u.png   7891491.0     广州麦优网络科技有限公司   \n",
       " 10  6274ee6d04a5ff469b10880402u.png   8112968.0             仙婷集团   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png         NaN  某国内大型食品/饮料/日化公司   \n",
       " 12  54d1e9c6712e7147fd813b3801a.png    873330.0         广州宝洁有限公司   \n",
       " 13  60a497de907306298575785f03u.png   9491766.0       文远知行WeRide   \n",
       " 14  5ef856aa543a971969df89b903u.jpg  12219769.0             全民钱包   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png         NaN      某上海大型医疗器械公司   \n",
       " 16  5952237b7032381b6822192505a.jpg   8506529.0              丹纳赫   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png         NaN  某广州大型食品/饮料/酒水公司   \n",
       " 18  5bfe916674719d35745ad29703a.png   8275623.0             康方生物   \n",
       " 19  60b831ef7cc07936e59f518306u.png  12773635.0     索恩照明(广州)有限公司   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png         NaN         某广州互联网公司   \n",
       " 21  5cc116c89fae687d43343d7308u.png   7863327.0             润建股份   \n",
       " 22  59dc78457832e11b880f044c05a.png   9283329.0     即能科技(广州)有限公司   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png         NaN        某国内大型日化公司   \n",
       " 24  5bfe92c174719d9f609a7b9603a.png   2664546.0             汇丰软件   \n",
       " 25  5bfe8edd74719d35745a548603a.png   7932064.0    广东环凯微生物科技有限公司   \n",
       " 26  628c584cb244352e0e92248608u.png  13032765.0            斯凯奇中国   \n",
       " 27  628c584cb244352e0e92248608u.png  13032765.0            斯凯奇中国   \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png         NaN        某广州IT服务公司   \n",
       " 29  5bfe8edd74719d35745a548603a.png   7932064.0    广东环凯微生物科技有限公司   \n",
       " 30  54d1e9c6712e7147fd813b3801a.png    873330.0         广州宝洁有限公司   \n",
       " 31  59029b747032a701b89b8b7a04a.jpg   8598051.0   上海华钦信息科技股份有限公司   \n",
       " 32  5ed700f4ec4db462f82e4ddf01u.png   8361671.0   上海汉得信息技术股份有限公司   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png         NaN  某广州大型食品/饮料/酒水公司   \n",
       " 34  5f30a76e556e7a7b1280cc3006u.png   9660700.0     嫚熙控股(广州)有限公司   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png         NaN       某国内大型快消品公司   \n",
       " 36  5bfea15d74719d2aa34c24f803a.png   6629285.0        恩梯梯数据(中国)   \n",
       " 37  5ff42565bebf7311a41e860005u.png    803274.0             广州百田   \n",
       " 38  612f1b02303e5d0d667cd9bb06u.png  12912133.0  贝兰格投资咨询(广州)有限公司   \n",
       " 39  5bfea15d74719d2aa34c24f803a.png   6629285.0        恩梯梯数据(中国)   \n",
       " \n",
       "    comp.compScale                                 comp.link comp.compIndustry  \\\n",
       " 0     5000-10000人   https://www.liepin.com/company/2250604/           房地产开发经营   \n",
       " 1        100-499人  https://www.liepin.com/company/12219769/              科技金融   \n",
       " 2      1000-2000人   https://www.liepin.com/company/1103040/          运营商/增值服务   \n",
       " 3          50-99人   https://www.liepin.com/company/8112968/            贸易/进出口   \n",
       " 4        100-499人   https://www.liepin.com/company/9491766/              人工智能   \n",
       " 5        100-499人   https://www.liepin.com/company/9491766/              人工智能   \n",
       " 6        500-999人                                                       机械/设备   \n",
       " 7        100-499人  https://www.liepin.com/company/13315477/              IT服务   \n",
       " 8     5000-10000人   https://www.liepin.com/company/8916227/              医疗器械   \n",
       " 9        100-499人   https://www.liepin.com/company/7891491/              电子商务   \n",
       " 10         50-99人   https://www.liepin.com/company/8112968/            贸易/进出口   \n",
       " 11     2000-5000人                                                    食品/饮料/酒水   \n",
       " 12       10000人以上    https://www.liepin.com/company/873330/                日化   \n",
       " 13       100-499人   https://www.liepin.com/company/9491766/              人工智能   \n",
       " 14       100-499人  https://www.liepin.com/company/12219769/              科技金融   \n",
       " 15       10000人以上                                                        医疗器械   \n",
       " 16    5000-10000人   https://www.liepin.com/company/8506529/              医疗器械   \n",
       " 17       10000人以上                                                    食品/饮料/酒水   \n",
       " 18     2000-5000人   https://www.liepin.com/company/8275623/                制药   \n",
       " 19       100-499人  https://www.liepin.com/company/12773635/              仪器仪表   \n",
       " 20                                                                        互联网   \n",
       " 21    5000-10000人   https://www.liepin.com/company/7863327/              通信设备   \n",
       " 22          1-49人   https://www.liepin.com/company/9283329/            专业技术服务   \n",
       " 23     2000-5000人                                                          日化   \n",
       " 24     2000-5000人   https://www.liepin.com/company/2664546/             计算机软件   \n",
       " 25       100-499人   https://www.liepin.com/company/7932064/                制药   \n",
       " 26     2000-5000人  https://www.liepin.com/company/13032765/          服装/纺织/皮革   \n",
       " 27     2000-5000人  https://www.liepin.com/company/13032765/          服装/纺织/皮革   \n",
       " 28       100-499人                                                        IT服务   \n",
       " 29       100-499人   https://www.liepin.com/company/7932064/                制药   \n",
       " 30       10000人以上    https://www.liepin.com/company/873330/                日化   \n",
       " 31     1000-2000人   https://www.liepin.com/company/8598051/             计算机软件   \n",
       " 32       10000人以上   https://www.liepin.com/company/8361671/               互联网   \n",
       " 33    5000-10000人                                                    食品/饮料/酒水   \n",
       " 34     1000-2000人   https://www.liepin.com/company/9660700/               互联网   \n",
       " 35     2000-5000人                                                          日化   \n",
       " 36     2000-5000人   https://www.liepin.com/company/6629285/              IT服务   \n",
       " 37       500-999人    https://www.liepin.com/company/803274/                游戏   \n",
       " 38         50-99人  https://www.liepin.com/company/12912133/              咨询服务   \n",
       " 39     2000-5000人   https://www.liepin.com/company/6629285/              IT服务   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1              其他  \n",
       " 2             NaN  \n",
       " 3             NaN  \n",
       " 4              C轮  \n",
       " 5              C轮  \n",
       " 6           融资未公开  \n",
       " 7             NaN  \n",
       " 8             NaN  \n",
       " 9           融资未公开  \n",
       " 10            NaN  \n",
       " 11          融资未公开  \n",
       " 12            NaN  \n",
       " 13             C轮  \n",
       " 14             其他  \n",
       " 15          融资未公开  \n",
       " 16            NaN  \n",
       " 17          融资未公开  \n",
       " 18           港股上市  \n",
       " 19            NaN  \n",
       " 20            NaN  \n",
       " 21         沪深A股上市  \n",
       " 22            NaN  \n",
       " 23          融资未公开  \n",
       " 24             其他  \n",
       " 25          融资未公开  \n",
       " 26            NaN  \n",
       " 27            NaN  \n",
       " 28            NaN  \n",
       " 29          融资未公开  \n",
       " 30            NaN  \n",
       " 31            NaN  \n",
       " 32            已上市  \n",
       " 33          融资未公开  \n",
       " 34            NaN  \n",
       " 35          融资未公开  \n",
       " 36            NaN  \n",
       " 37            已上市  \n",
       " 38          融资未公开  \n",
       " 39            NaN  \n",
       " \n",
       " [40 rows x 31 columns]]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "52a8135b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IT产品经理</th>\n",
       "      <td>{\"userId\":\"7f4e7e8ef7261892f9139596f2e1a7af\",\"...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>[AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]</td>\n",
       "      <td>True</td>\n",
       "      <td>57326451</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>20-26k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>20230412110555</td>\n",
       "      <td>...</td>\n",
       "      <td>5e5d95960f37ddf6882b84a174d57208</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>时代中国控股集团有限公司</td>\n",
       "      <td>2250604.0</td>\n",
       "      <td>5bfe97f674719df0ac99562403a.png</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/2250604/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>高级跨境产品经理（Yep品牌）</th>\n",
       "      <td>{\"userId\":\"fcbe20e241c3fb89f50e0e7d6db6b154\",\"...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>[广告产品, 广告行业, 团队管理]</td>\n",
       "      <td>True</td>\n",
       "      <td>57632745</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>20230413070420</td>\n",
       "      <td>...</td>\n",
       "      <td>6e308ed6b5145fdb78f5885b11a76839</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>广州麦优网络科技有限公司</td>\n",
       "      <td>7891491.0</td>\n",
       "      <td>62fc68011daaa21b59c94d3305u.png</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/7891491/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>支付产品经理</th>\n",
       "      <td>{\"userId\":\"e1f6f5d863e248b1fa8b08c8dbd02957\",\"...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>[财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]</td>\n",
       "      <td>True</td>\n",
       "      <td>55739849</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20230413150830</td>\n",
       "      <td>...</td>\n",
       "      <td>5fef31dd7c06e62a9ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>全民钱包</td>\n",
       "      <td>12219769.0</td>\n",
       "      <td>5ef856aa543a971969df89b903u.jpg</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12219769/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（化妆品原料）/Product Manager</th>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>False</td>\n",
       "      <td>50965433</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20230414103329</td>\n",
       "      <td>...</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自动驾驶产品经理（PM）</th>\n",
       "      <td>{\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...</td>\n",
       "      <td>False</td>\n",
       "      <td>55703639</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>20230228112317</td>\n",
       "      <td>...</td>\n",
       "      <td>e2b135092ee70a2ae950a599d250d4ad</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Manager</th>\n",
       "      <td>{\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"use...</td>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>False</td>\n",
       "      <td>45177357</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>20230413101755</td>\n",
       "      <td>...</td>\n",
       "      <td>9cfdabc8878349689809d03804875792</td>\n",
       "      <td>2</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>日化</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>数字营销PM</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"23154709\",\"use...</td>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>23154709</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20200728103437</td>\n",
       "      <td>...</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>项目发行PM（二次元） (MJ000855)</th>\n",
       "      <td>{\"recruiterName\":\"唐女士\",\"jobId\":\"48905275\",\"use...</td>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>False</td>\n",
       "      <td>48905275</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20220928174530</td>\n",
       "      <td>...</td>\n",
       "      <td>9e5b45289ab5581e337193710fe42056</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>803274.0</td>\n",
       "      <td>5ff42565bebf7311a41e860005u.png</td>\n",
       "      <td>游戏</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/803274/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Manager</th>\n",
       "      <td>{\"recruiterName\":\"赖先生\",\"jobId\":\"46626189\",\"use...</td>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>46626189</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>8-16k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20220215115047</td>\n",
       "      <td>...</td>\n",
       "      <td>81d856a45c0e72274ebbef01db417cf0</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>贝兰格投资咨询(广州)有限公司</td>\n",
       "      <td>12912133.0</td>\n",
       "      <td>612f1b02303e5d0d667cd9bb06u.png</td>\n",
       "      <td>咨询服务</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12912133/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>活动PM</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"25415919\",\"use...</td>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>False</td>\n",
       "      <td>25415919</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>20210615114605</td>\n",
       "      <td>...</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                    dataParams  \\\n",
       "job.title                                                                        \n",
       "IT产品经理                       {\"userId\":\"7f4e7e8ef7261892f9139596f2e1a7af\",\"...   \n",
       "高级跨境产品经理（Yep品牌）              {\"userId\":\"fcbe20e241c3fb89f50e0e7d6db6b154\",\"...   \n",
       "支付产品经理                       {\"userId\":\"e1f6f5d863e248b1fa8b08c8dbd02957\",\"...   \n",
       "产品经理（化妆品原料）/Product Manager  {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       "自动驾驶产品经理（PM）                 {\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...   \n",
       "...                                                                        ...   \n",
       " Product Manager             {\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"use...   \n",
       "数字营销PM                       {\"recruiterName\":\"刘女士\",\"jobId\":\"23154709\",\"use...   \n",
       "项目发行PM（二次元） (MJ000855)       {\"recruiterName\":\"唐女士\",\"jobId\":\"48905275\",\"use...   \n",
       "Product Manager              {\"recruiterName\":\"赖先生\",\"jobId\":\"46626189\",\"use...   \n",
       "活动PM                         {\"recruiterName\":\"刘女士\",\"jobId\":\"25415919\",\"use...   \n",
       "\n",
       "                                                                      dataInfo  \\\n",
       "job.title                                                                        \n",
       "IT产品经理                       %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "高级跨境产品经理（Yep品牌）              %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "支付产品经理                       %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "产品经理（化妆品原料）/Product Manager  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "自动驾驶产品经理（PM）                 %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "...                                                                        ...   \n",
       " Product Manager             %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "数字营销PM                       %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "项目发行PM（二次元） (MJ000855)       %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "Product Manager              %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "活动PM                         %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "\n",
       "                                                                    job.labels  \\\n",
       "job.title                                                                        \n",
       "IT产品经理                          [AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]   \n",
       "高级跨境产品经理（Yep品牌）                                             [广告产品, 广告行业, 团队管理]   \n",
       "支付产品经理                           [财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]   \n",
       "产品经理（化妆品原料）/Product Manager  [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       "自动驾驶产品经理（PM）                 [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...   \n",
       "...                                                                        ...   \n",
       " Product Manager                                            [市场营销, 产品管理, 产品开发]   \n",
       "数字营销PM                                                                      []   \n",
       "项目发行PM（二次元） (MJ000855)                                     [产品优化, 二次元在研, 项目管理]   \n",
       "Product Manager                                                             []   \n",
       "活动PM                                                                    [增长产品]   \n",
       "\n",
       "                             job.topJob job.jobId  job.advViewFlag  \\\n",
       "job.title                                                            \n",
       "IT产品经理                             True  57326451             True   \n",
       "高级跨境产品经理（Yep品牌）                    True  57632745             True   \n",
       "支付产品经理                             True  55739849             True   \n",
       "产品经理（化妆品原料）/Product Manager       False  50965433            False   \n",
       "自动驾驶产品经理（PM）                      False  55703639            False   \n",
       "...                                 ...       ...              ...   \n",
       " Product Manager                  False  45177357            False   \n",
       "数字营销PM                            False  23154709            False   \n",
       "项目发行PM（二次元） (MJ000855)            False  48905275            False   \n",
       "Product Manager                   False  46626189            False   \n",
       "活动PM                              False  25415919            False   \n",
       "\n",
       "                            job.jobKind  job.salary  job.dq job.refreshTime  \\\n",
       "job.title                                                                     \n",
       "IT产品经理                                2      20-26k  广州-越秀区  20230412110555   \n",
       "高级跨境产品经理（Yep品牌）                       2      25-35k      广州  20230413070420   \n",
       "支付产品经理                                2      15-20k  广州-天河区  20230413150830   \n",
       "产品经理（化妆品原料）/Product Manager           2        薪资面议  广州-天河区  20230414103329   \n",
       "自动驾驶产品经理（PM）                          2      25-35k  广州-海珠区  20230228112317   \n",
       "...                                 ...         ...     ...             ...   \n",
       " Product Manager                      1      25-30k      广州  20230413101755   \n",
       "数字营销PM                                2        薪资面议  广州-天河区  20200728103437   \n",
       "项目发行PM（二次元） (MJ000855)                2  20-28k·13薪  广州-天河区  20220928174530   \n",
       "Product Manager                       2   8-16k·13薪  广州-天河区  20220215115047   \n",
       "活动PM                                  2        薪资面议      广州  20210615114605   \n",
       "\n",
       "                             ...                    recruiter.imId  \\\n",
       "job.title                    ...                                     \n",
       "IT产品经理                       ...  5e5d95960f37ddf6882b84a174d57208   \n",
       "高级跨境产品经理（Yep品牌）              ...  6e308ed6b5145fdb78f5885b11a76839   \n",
       "支付产品经理                       ...  5fef31dd7c06e62a9ccf3dc45f6d7696   \n",
       "产品经理（化妆品原料）/Product Manager  ...  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       "自动驾驶产品经理（PM）                 ...  e2b135092ee70a2ae950a599d250d4ad   \n",
       "...                          ...                               ...   \n",
       " Product Manager             ...  9cfdabc8878349689809d03804875792   \n",
       "数字营销PM                       ...  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       "项目发行PM（二次元） (MJ000855)       ...  9e5b45289ab5581e337193710fe42056   \n",
       "Product Manager              ...  81d856a45c0e72274ebbef01db417cf0   \n",
       "活动PM                         ...  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       "\n",
       "                            recruiter.imUserType  \\\n",
       "job.title                                          \n",
       "IT产品经理                                         2   \n",
       "高级跨境产品经理（Yep品牌）                                2   \n",
       "支付产品经理                                         2   \n",
       "产品经理（化妆品原料）/Product Manager                    2   \n",
       "自动驾驶产品经理（PM）                                   2   \n",
       "...                                          ...   \n",
       " Product Manager                               2   \n",
       "数字营销PM                                         2   \n",
       "项目发行PM（二次元） (MJ000855)                         2   \n",
       "Product Manager                                2   \n",
       "活动PM                                           2   \n",
       "\n",
       "                                     recruiter.recruiterPhoto  \\\n",
       "job.title                                                       \n",
       "IT产品经理                        5f8f9865ea60860b75384fa508u.jpg   \n",
       "高级跨境产品经理（Yep品牌）               5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "支付产品经理                        5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "产品经理（化妆品原料）/Product Manager   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "自动驾驶产品经理（PM）                  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "...                                                       ...   \n",
       " Product Manager             6321be3095ee1c04143439eb01u.jpeg   \n",
       "数字营销PM                        5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "项目发行PM（二次元） (MJ000855)        5f8f986779c7cc70efbf36c008u.jpg   \n",
       "Product Manager               5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "活动PM                          5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "\n",
       "                               comp.compName comp.compId  \\\n",
       "job.title                                                  \n",
       "IT产品经理                          时代中国控股集团有限公司   2250604.0   \n",
       "高级跨境产品经理（Yep品牌）                 广州麦优网络科技有限公司   7891491.0   \n",
       "支付产品经理                                  全民钱包  12219769.0   \n",
       "产品经理（化妆品原料）/Product Manager             仙婷集团   8112968.0   \n",
       "自动驾驶产品经理（PM）                      文远知行WeRide   9491766.0   \n",
       "...                                      ...         ...   \n",
       " Product Manager                  某国内大型快消品公司         NaN   \n",
       "数字营销PM                             恩梯梯数据(中国)   6629285.0   \n",
       "项目发行PM（二次元） (MJ000855)                  广州百田    803274.0   \n",
       "Product Manager              贝兰格投资咨询(广州)有限公司  12912133.0   \n",
       "活动PM                               恩梯梯数据(中国)   6629285.0   \n",
       "\n",
       "                                               comp.compLogo  \\\n",
       "job.title                                                      \n",
       "IT产品经理                       5bfe97f674719df0ac99562403a.png   \n",
       "高级跨境产品经理（Yep品牌）              62fc68011daaa21b59c94d3305u.png   \n",
       "支付产品经理                       5ef856aa543a971969df89b903u.jpg   \n",
       "产品经理（化妆品原料）/Product Manager  6274ee6d04a5ff469b10880402u.png   \n",
       "自动驾驶产品经理（PM）                 60a497de907306298575785f03u.png   \n",
       "...                                                      ...   \n",
       " Product Manager             60e2fe0bf3df194a3c48adb502u.png   \n",
       "数字营销PM                       5bfea15d74719d2aa34c24f803a.png   \n",
       "项目发行PM（二次元） (MJ000855)       5ff42565bebf7311a41e860005u.png   \n",
       "Product Manager              612f1b02303e5d0d667cd9bb06u.png   \n",
       "活动PM                         5bfea15d74719d2aa34c24f803a.png   \n",
       "\n",
       "                             comp.compIndustry comp.compScale  \\\n",
       "job.title                                                       \n",
       "IT产品经理                                 房地产开发经营    5000-10000人   \n",
       "高级跨境产品经理（Yep品牌）                           电子商务       100-499人   \n",
       "支付产品经理                                    科技金融       100-499人   \n",
       "产品经理（化妆品原料）/Product Manager             贸易/进出口         50-99人   \n",
       "自动驾驶产品经理（PM）                              人工智能       100-499人   \n",
       "...                                        ...            ...   \n",
       " Product Manager                            日化     2000-5000人   \n",
       "数字营销PM                                    IT服务     2000-5000人   \n",
       "项目发行PM（二次元） (MJ000855)                      游戏       500-999人   \n",
       "Product Manager                           咨询服务         50-99人   \n",
       "活动PM                                      IT服务     2000-5000人   \n",
       "\n",
       "                                                            comp.link  \\\n",
       "job.title                                                               \n",
       "IT产品经理                        https://www.liepin.com/company/2250604/   \n",
       "高级跨境产品经理（Yep品牌）               https://www.liepin.com/company/7891491/   \n",
       "支付产品经理                       https://www.liepin.com/company/12219769/   \n",
       "产品经理（化妆品原料）/Product Manager   https://www.liepin.com/company/8112968/   \n",
       "自动驾驶产品经理（PM）                  https://www.liepin.com/company/9491766/   \n",
       "...                                                               ...   \n",
       " Product Manager                                                        \n",
       "数字营销PM                        https://www.liepin.com/company/6629285/   \n",
       "项目发行PM（二次元） (MJ000855)         https://www.liepin.com/company/803274/   \n",
       "Product Manager              https://www.liepin.com/company/12912133/   \n",
       "活动PM                          https://www.liepin.com/company/6629285/   \n",
       "\n",
       "                            comp.compStage  \n",
       "job.title                                   \n",
       "IT产品经理                                 NaN  \n",
       "高级跨境产品经理（Yep品牌）                      融资未公开  \n",
       "支付产品经理                                  其他  \n",
       "产品经理（化妆品原料）/Product Manager            NaN  \n",
       "自动驾驶产品经理（PM）                            C轮  \n",
       "...                                    ...  \n",
       " Product Manager                     融资未公开  \n",
       "数字营销PM                                 NaN  \n",
       "项目发行PM（二次元） (MJ000855)                 已上市  \n",
       "Product Manager                      融资未公开  \n",
       "活动PM                                   NaN  \n",
       "\n",
       "[400 rows x 30 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理 = pd.concat(response_df).set_index('job.title')\n",
    "df_产品经理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d425d179",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataParams', 'dataInfo', 'job.labels', 'job.topJob', 'job.jobId',\n",
       "       'job.advViewFlag', 'job.jobKind', 'job.salary', 'job.dq',\n",
       "       'job.refreshTime', 'job.link', 'job.pcOuterLink', 'job.h5OuterLink',\n",
       "       'job.dataPromId', 'job.requireEduLevel', 'job.requireWorkYears',\n",
       "       'recruiter.chatted', 'recruiter.recruiterName',\n",
       "       'recruiter.recruiterTitle', 'recruiter.recruiterId', 'recruiter.imId',\n",
       "       'recruiter.imUserType', 'recruiter.recruiterPhoto', 'comp.compName',\n",
       "       'comp.compId', 'comp.compLogo', 'comp.compIndustry', 'comp.compScale',\n",
       "       'comp.link', 'comp.compStage'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "97e829f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 400 entries, IT产品经理 to 活动PM\n",
      "Data columns (total 30 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   dataParams                400 non-null    object \n",
      " 1   dataInfo                  400 non-null    object \n",
      " 2   job.labels                400 non-null    object \n",
      " 3   job.topJob                400 non-null    bool   \n",
      " 4   job.jobId                 400 non-null    object \n",
      " 5   job.advViewFlag           400 non-null    bool   \n",
      " 6   job.jobKind               400 non-null    object \n",
      " 7   job.salary                400 non-null    object \n",
      " 8   job.dq                    400 non-null    object \n",
      " 9   job.refreshTime           400 non-null    object \n",
      " 10  job.link                  400 non-null    object \n",
      " 11  job.pcOuterLink           310 non-null    object \n",
      " 12  job.h5OuterLink           310 non-null    object \n",
      " 13  job.dataPromId            400 non-null    object \n",
      " 14  job.requireEduLevel       400 non-null    object \n",
      " 15  job.requireWorkYears      400 non-null    object \n",
      " 16  recruiter.chatted         400 non-null    bool   \n",
      " 17  recruiter.recruiterName   400 non-null    object \n",
      " 18  recruiter.recruiterTitle  400 non-null    object \n",
      " 19  recruiter.recruiterId     400 non-null    object \n",
      " 20  recruiter.imId            400 non-null    object \n",
      " 21  recruiter.imUserType      400 non-null    object \n",
      " 22  recruiter.recruiterPhoto  400 non-null    object \n",
      " 23  comp.compName             400 non-null    object \n",
      " 24  comp.compId               310 non-null    float64\n",
      " 25  comp.compLogo             400 non-null    object \n",
      " 26  comp.compIndustry         400 non-null    object \n",
      " 27  comp.compScale            400 non-null    object \n",
      " 28  comp.link                 400 non-null    object \n",
      " 29  comp.compStage            210 non-null    object \n",
      "dtypes: bool(3), float64(1), object(26)\n",
      "memory usage: 88.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df_产品经理.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4cdf0488",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>IT产品经理</td>\n",
       "      <td>[AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]</td>\n",
       "      <td>20-26k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>时代中国控股集团有限公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>高级跨境产品经理（Yep品牌）</td>\n",
       "      <td>[广告产品, 广告行业, 团队管理]</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>广州麦优网络科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>支付产品经理</td>\n",
       "      <td>[财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>全民钱包</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>自动驾驶产品经理（PM）</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>Product Manager</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>日化</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>数字营销PM</td>\n",
       "      <td>[]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>项目发行PM（二次元） (MJ000855)</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>游戏</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>Product Manager</td>\n",
       "      <td>[]</td>\n",
       "      <td>8-16k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>咨询服务</td>\n",
       "      <td>贝兰格投资咨询(广州)有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>活动PM</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       job.title  \\\n",
       "0                         IT产品经理   \n",
       "1                高级跨境产品经理（Yep品牌）   \n",
       "2                         支付产品经理   \n",
       "3    产品经理（化妆品原料）/Product Manager   \n",
       "4                   自动驾驶产品经理（PM）   \n",
       "..                           ...   \n",
       "395             Product Manager    \n",
       "396                       数字营销PM   \n",
       "397       项目发行PM（二次元） (MJ000855)   \n",
       "398              Product Manager   \n",
       "399                         活动PM   \n",
       "\n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       "0       [AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]      20-26k  广州-越秀区   \n",
       "1                                   [广告产品, 广告行业, 团队管理]      25-35k      广州   \n",
       "2        [财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]      15-20k  广州-天河区   \n",
       "3    [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...        薪资面议  广州-天河区   \n",
       "4    [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...      25-35k  广州-海珠区   \n",
       "..                                                 ...         ...     ...   \n",
       "395                                 [市场营销, 产品管理, 产品开发]      25-30k      广州   \n",
       "396                                                 []        薪资面议  广州-天河区   \n",
       "397                                [产品优化, 二次元在研, 项目管理]  20-28k·13薪  广州-天河区   \n",
       "398                                                 []   8-16k·13薪  广州-天河区   \n",
       "399                                             [增长产品]        薪资面议      广州   \n",
       "\n",
       "    job.requireEduLevel job.requireWorkYears comp.compIndustry  \\\n",
       "0                    本科                5-10年           房地产开发经营   \n",
       "1                    本科                5-10年              电子商务   \n",
       "2                    本科                 3-5年              科技金融   \n",
       "3                    硕士                 3-5年            贸易/进出口   \n",
       "4                  统招本科                 3-5年              人工智能   \n",
       "..                  ...                  ...               ...   \n",
       "395               本科及以上                 1-3年                日化   \n",
       "396                  本科                5-10年              IT服务   \n",
       "397                  本科                5-10年                游戏   \n",
       "398                  本科                 3-5年              咨询服务   \n",
       "399                统招本科                 3-5年              IT服务   \n",
       "\n",
       "       comp.compName comp.compScale  \n",
       "0       时代中国控股集团有限公司    5000-10000人  \n",
       "1       广州麦优网络科技有限公司       100-499人  \n",
       "2               全民钱包       100-499人  \n",
       "3               仙婷集团         50-99人  \n",
       "4         文远知行WeRide       100-499人  \n",
       "..               ...            ...  \n",
       "395       某国内大型快消品公司     2000-5000人  \n",
       "396        恩梯梯数据(中国)     2000-5000人  \n",
       "397             广州百田       500-999人  \n",
       "398  贝兰格投资咨询(广州)有限公司         50-99人  \n",
       "399        恩梯梯数据(中国)     2000-5000人  \n",
       "\n",
       "[400 rows x 9 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州 = df_产品经理[['job.labels','job.salary','job.dq','job.requireEduLevel','job.requireWorkYears','comp.compIndustry','comp.compName','comp.compScale']].reset_index()\n",
    "df_产品经理_广州"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e34212d8",
   "metadata": {},
   "source": [
    "### 数据整合和分析（简单分析）\n",
    "#### 1.职位分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "40443ea5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                                            30\n",
       "Product Manager                                 20\n",
       "eWMS Product Manager                            20\n",
       "产品经理Product Manager                             10\n",
       "产品经理-产品企划(J13606)                               10\n",
       "助理产品经理（化妆品原料）/APM                               10\n",
       "产品经理（工业消洗产品）                                    10\n",
       "自动驾驶工具产品经理（PM）                                  10\n",
       "CRM实施顾问&项目经理PM(J12971)                          10\n",
       "产品经理（化妆品原料）/Product Manager                     10\n",
       "PM                                              10\n",
       "医药产品经理                                          10\n",
       "产品经理/Product Manager                            10\n",
       "助理产品经理                                          10\n",
       "产品经理-产品企划（鞋类）(J13091)                           10\n",
       " Product Manager                                10\n",
       "项目发行PM（二次元） (MJ000855)                          10\n",
       "产品经理-电信信息化部                                     10\n",
       "数字营销PM                                          10\n",
       "活动PM                                            10\n",
       "产品经理（系统端）                                       10\n",
       "产品策划经理                                          10\n",
       "自动驾驶（硬件）产品经理                                    10\n",
       "自动驾驶产品经理（PM）                                    10\n",
       "Automation Product Manager                      10\n",
       "支付产品经理                                          10\n",
       "eWMS产品经理                                        10\n",
       "高级跨境产品经理（Yep品牌）                                 10\n",
       "数码产品经理                                          10\n",
       "产品销售经理-广州                                       10\n",
       "Product Sales Manager MR 产品销售经理 广州              10\n",
       "AI应用产品经理/港资企业正编/双休WLB                           10\n",
       "Assistant Product Manager / Product Manager     10\n",
       "微生物检测产品经理（制药或食品行业方向）                            10\n",
       "IT产品经理                                          10\n",
       "产品经理（企业数字化转型）                                   10\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d764e8d",
   "metadata": {},
   "source": [
    "#### 2.岗位标签分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "345e688e",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "unhashable type: 'list'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.map_locations\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: unhashable type: 'list'"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Exception ignored in: 'pandas._libs.index.IndexEngine._call_map_locations'\n",
      "Traceback (most recent call last):\n",
      "  File \"pandas\\_libs\\hashtable_class_helper.pxi\", line 4588, in pandas._libs.hashtable.PyObjectHashTable.map_locations\n",
      "TypeError: unhashable type: 'list'\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[]                                                                      110\n",
       "[商品管理, 产品企划, 商品运营]                                                       10\n",
       "[产品优化, 二次元在研, 项目管理]                                                      10\n",
       "[生物工程, 试剂, 微生物研究, 制药企业, 生物企业]                                            10\n",
       "[广告产品, 广告行业, 团队管理]                                                       10\n",
       "[供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]                                    10\n",
       "[财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]                            10\n",
       "[PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]                                           10\n",
       "[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, to B, 大客户, 无销售性质]           10\n",
       "[CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, 服务业, IT/互联网/软件, CRM系统]     10\n",
       "[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究, 产品设计, 数据分析]              10\n",
       "[品牌策划]                                                                   10\n",
       "[平台产品, 数据产品, 客户端产品, 策略产品, 产品优化, 用户研究, 产品规划, 需求分析, 数据分析]                  10\n",
       "[市场营销, 产品管理, 产品开发]                                                       10\n",
       "[定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, 产品设计, 团队管理, 用户研究]          10\n",
       "[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]                             10\n",
       "[化妆品, 消费品, 产品开发]                                                         10\n",
       "[增长产品]                                                                   10\n",
       "[数据产品, 中台产品, 产品优化, 产品设计, 需求分析, 用户研究, 数据分析]                               10\n",
       "[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, 活性物, 护肤品]                  10\n",
       "[web端产品]                                                                 10\n",
       "[to C, 电子商务, 消费品]                                                        10\n",
       "[硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产品规划, 交互设计]                 10\n",
       "[数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]                         10\n",
       "[to C]                                                                   10\n",
       "[泌尿外科]                                                                   10\n",
       "[软件开发]                                                                   10\n",
       "[平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品设计, 数据分析, 数据挖掘]            10\n",
       "[b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增长, 新零售]                    10\n",
       "[AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]                           10\n",
       "Name: job.labels, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['job.labels'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "334a8351",
   "metadata": {},
   "source": [
    "#### 3.薪资分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2a32b63f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "薪资面议          70\n",
       "25-35k        30\n",
       "15-25k        20\n",
       "20-30k        20\n",
       "20-40k·14薪    10\n",
       "14-28k·16薪    10\n",
       "30-40k·13薪    10\n",
       "18-40k·14薪    10\n",
       "8-16k·13薪     10\n",
       "20-28k·13薪    10\n",
       "20-25k        10\n",
       "14-18k        10\n",
       "25-30k·14薪    10\n",
       "25-35k·14薪    10\n",
       "15-24k·13薪    10\n",
       "25-30k        10\n",
       "12-30k        10\n",
       "11-22k        10\n",
       "20-26k        10\n",
       "20-40k·13薪    10\n",
       "17-30k·13薪    10\n",
       "18-30k·13薪    10\n",
       "20-40k·16薪    10\n",
       "15-20k        10\n",
       "20-40k·15薪    10\n",
       "25-50k·15薪    10\n",
       "15-25k·13薪    10\n",
       "6-10k         10\n",
       "15-20k·20薪    10\n",
       "8-12k·13薪     10\n",
       "Name: job.salary, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['job.salary'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab18e9d0",
   "metadata": {},
   "source": [
    "#### 4.区域分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "25ea81cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州-天河区    160\n",
       "广州        120\n",
       "广州-越秀区     40\n",
       "广州-番禺区     20\n",
       "广州-海珠区     20\n",
       "广州-黄埔区     20\n",
       "广州-白云区     20\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f9ece689",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "            ],\n",
       "            \"radius\": [\n",
       "                \"40%\",\n",
       "                \"55%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"outside\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{a|{a}}{abg|}\\n{hr|}\\n {b|{b}: }{c}  {per|{d}%}  \",\n",
       "                \"backgroundColor\": \"#eee\",\n",
       "                \"borderColor\": \"#aaa\",\n",
       "                \"borderWidth\": 1,\n",
       "                \"borderRadius\": 4,\n",
       "                \"rich\": {\n",
       "                    \"a\": {\n",
       "                        \"color\": \"#999\",\n",
       "                        \"lineHeight\": 22,\n",
       "                        \"align\": \"center\"\n",
       "                    },\n",
       "                    \"abg\": {\n",
       "                        \"backgroundColor\": \"#e3e3e3\",\n",
       "                        \"width\": \"100%\",\n",
       "                        \"align\": \"right\",\n",
       "                        \"height\": 22,\n",
       "                        \"borderRadius\": [\n",
       "                            4,\n",
       "                            4,\n",
       "                            0,\n",
       "                            0\n",
       "                        ]\n",
       "                    },\n",
       "                    \"hr\": {\n",
       "                        \"borderColor\": \"#aaa\",\n",
       "                        \"width\": \"100%\",\n",
       "                        \"borderWidth\": 0.5,\n",
       "                        \"height\": 0\n",
       "                    },\n",
       "                    \"b\": {\n",
       "                        \"fontSize\": 16,\n",
       "                        \"lineHeight\": 33\n",
       "                    },\n",
       "                    \"per\": {\n",
       "                        \"color\": \"#eee\",\n",
       "                        \"backgroundColor\": \"#334455\",\n",
       "                        \"padding\": [\n",
       "                            2,\n",
       "                            4\n",
       "                        ],\n",
       "                        \"borderRadius\": 2\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5e7f\\u5dde-\\u5929\\u6cb3\\u533a\",\n",
       "                \"\\u5e7f\\u5dde\",\n",
       "                \"\\u5e7f\\u5dde-\\u8d8a\\u79c0\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u756a\\u79ba\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u6d77\\u73e0\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u9ec4\\u57d4\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u767d\\u4e91\\u533a\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u5e7f\\u5dde\\u533a\\u57df\\u5206\\u5e03\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_23183411922a4ed0b323665ffaae038f.setOption(option_23183411922a4ed0b323665ffaae038f);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1f8d2f0b880>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Pie()\n",
    "    .add(\n",
    "        \"\",\n",
    "        [list(z) for z in zip(df_产品经理_广州['job.dq'].value_counts().index.tolist(),df_产品经理_广州['job.dq'].value_counts().values.tolist())],\n",
    "        radius=[\"40%\", \"55%\"],\n",
    "        label_opts=opts.LabelOpts(\n",
    "            position=\"outside\",\n",
    "            formatter=\"{a|{a}}{abg|}\\n{hr|}\\n {b|{b}: }{c}  {per|{d}%}  \",\n",
    "            background_color=\"#eee\",\n",
    "            border_color=\"#aaa\",\n",
    "            border_width=1,\n",
    "            border_radius=4,\n",
    "            rich={\n",
    "                \"a\": {\"color\": \"#999\", \"lineHeight\": 22, \"align\": \"center\"},\n",
    "                \"abg\": {\n",
    "                    \"backgroundColor\": \"#e3e3e3\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"align\": \"right\",\n",
    "                    \"height\": 22,\n",
    "                    \"borderRadius\": [4, 4, 0, 0],\n",
    "                },\n",
    "                \"hr\": {\n",
    "                    \"borderColor\": \"#aaa\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"borderWidth\": 0.5,\n",
    "                    \"height\": 0,\n",
    "                },\n",
    "                \"b\": {\"fontSize\": 16, \"lineHeight\": 33},\n",
    "                \"per\": {\n",
    "                    \"color\": \"#eee\",\n",
    "                    \"backgroundColor\": \"#334455\",\n",
    "                    \"padding\": [2, 4],\n",
    "                    \"borderRadius\": 2,\n",
    "                },\n",
    "            },\n",
    "        ),\n",
    "    )\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"广州区域分布\"))\n",
    "    \n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dce873d7",
   "metadata": {},
   "source": [
    "#### 5.公司规模"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a9208efa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100-499人       110\n",
       "2000-5000人      90\n",
       "10000人以上        50\n",
       "5000-10000人     50\n",
       "50-99人          30\n",
       "1000-2000人      30\n",
       "500-999人        20\n",
       "                10\n",
       "1-49人           10\n",
       "Name: comp.compScale, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['comp.compScale'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "194b5918",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting pyecharts\n",
      "  Downloading pyecharts-2.0.3-py3-none-any.whl (147 kB)\n",
      "     ------------------------------------ 147.1/147.1 kB 175.2 kB/s eta 0:00:00\n",
      "Requirement already satisfied: jinja2 in d:\\program files (x86)\\anaconda3\\lib\\site-packages (from pyecharts) (2.11.3)\n",
      "Collecting simplejson\n",
      "  Downloading simplejson-3.19.1-cp38-cp38-win_amd64.whl (75 kB)\n",
      "     -------------------------------------- 75.4/75.4 kB 208.2 kB/s eta 0:00:00\n",
      "Collecting prettytable\n",
      "  Downloading prettytable-3.7.0-py3-none-any.whl (27 kB)\n",
      "Requirement already satisfied: MarkupSafe>=0.23 in d:\\program files (x86)\\anaconda3\\lib\\site-packages (from jinja2->pyecharts) (1.1.1)\n",
      "Requirement already satisfied: wcwidth in d:\\program files (x86)\\anaconda3\\lib\\site-packages (from prettytable->pyecharts) (0.2.5)\n",
      "Installing collected packages: simplejson, prettytable, pyecharts\n",
      "Successfully installed prettytable-3.7.0 pyecharts-2.0.3 simplejson-3.19.1\n"
     ]
    }
   ],
   "source": [
    "!pip install pyecharts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "20d13447",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"6cfce98b7fe54100a2ccc77996019363\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_6cfce98b7fe54100a2ccc77996019363 = echarts.init(\n",
       "                    document.getElementById('6cfce98b7fe54100a2ccc77996019363'), 'white', {renderer: 'canvas'});\n",
       "                var option_6cfce98b7fe54100a2ccc77996019363 = {\n",
       "    \"backgroundColor\": \"#2c343c\",\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"name\": \"\\u8bbf\\u95ee\\u6765\\u6e90\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"1-49\\u4eba\",\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"500-999\\u4eba\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"50-99\\u4eba\",\n",
       "                    \"value\": 30\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"1000-2000\\u4eba\",\n",
       "                    \"value\": 30\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"10000\\u4eba\\u4ee5\\u4e0a\",\n",
       "                    \"value\": 50\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"5000-10000\\u4eba\",\n",
       "                    \"value\": 50\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"2000-5000\\u4eba\",\n",
       "                    \"value\": 90\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"100-499\\u4eba\",\n",
       "                    \"value\": 110\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": \"55%\",\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"roseType\": \"radius\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"color\": \"rgba(255, 255, 255, 0.3)\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"showContent\": true,\n",
       "                \"alwaysShowContent\": false,\n",
       "                \"showDelay\": 0,\n",
       "                \"hideDelay\": 100,\n",
       "                \"enterable\": false,\n",
       "                \"confine\": false,\n",
       "                \"appendToBody\": false,\n",
       "                \"transitionDuration\": 0.4,\n",
       "                \"formatter\": \"{a} <br/>{b}: {c} ({d}%)\",\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0,\n",
       "                \"padding\": 5,\n",
       "                \"order\": \"seriesAsc\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\",\n",
       "                \"1-49\\u4eba\",\n",
       "                \"500-999\\u4eba\",\n",
       "                \"50-99\\u4eba\",\n",
       "                \"1000-2000\\u4eba\",\n",
       "                \"10000\\u4eba\\u4ee5\\u4e0a\",\n",
       "                \"5000-10000\\u4eba\",\n",
       "                \"2000-5000\\u4eba\",\n",
       "                \"100-499\\u4eba\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": false,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u730e\\u8058-\\u5e7f\\u5dde\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u5e7f\\u5dde\\u5357\\u65b9\\u5b66\\u9662\\u7f51\\u65b0\\u6570\\u636e\\u6316\\u6398\\uff09\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"20\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false,\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"#fff\"\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_6cfce98b7fe54100a2ccc77996019363.setOption(option_6cfce98b7fe54100a2ccc77996019363);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1f8d629b0d0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##可视化\n",
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "\n",
    "\"\"\"\n",
    "Gallery 使用 pyecharts 1.1.0\n",
    "参考地址: https://echarts.apache.org/examples/editor.html?c=pie-doughnut\n",
    "\n",
    "目前无法实现的功能:\n",
    "\n",
    "1、迷之颜色映射的问题\n",
    "\"\"\"\n",
    "\n",
    "x_data = df_产品经理_广州['comp.compScale'].value_counts().index.tolist()\n",
    "y_data = df_产品经理_广州['comp.compScale'].value_counts().values.tolist()\n",
    "data_pair = [list(z) for z in zip(x_data, y_data)]\n",
    "data_pair.sort(key=lambda x: x[1])\n",
    "\n",
    "c = (\n",
    "    Pie(init_opts=opts.InitOpts(bg_color=\"#2c343c\"))\n",
    "    .add(\n",
    "        series_name=\"访问来源\",\n",
    "        data_pair=data_pair,\n",
    "        rosetype=\"radius\",\n",
    "        radius=\"55%\",\n",
    "        center=[\"50%\", \"50%\"],\n",
    "        label_opts=opts.LabelOpts(is_show=False, position=\"center\"),\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"猎聘-广州产品经理（广州南方学院网新数据挖掘）\",\n",
    "            pos_left=\"center\",\n",
    "            pos_top=\"20\",\n",
    "            title_textstyle_opts=opts.TextStyleOpts(color=\"#fff\"),\n",
    "        ),\n",
    "        legend_opts=opts.LegendOpts(is_show=False),\n",
    "    )\n",
    "    .set_series_opts(\n",
    "        tooltip_opts=opts.TooltipOpts(\n",
    "            trigger=\"item\", formatter=\"{a} <br/>{b}: {c} ({d}%)\"\n",
    "        ),\n",
    "        label_opts=opts.LabelOpts(color=\"rgba(255, 255, 255, 0.3)\"),\n",
    "    )\n",
    "    \n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a46e876",
   "metadata": {},
   "source": [
    "### 2.组合分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b8f76284",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataInfo', 'dataParams', 'job.labels', 'job.refreshTime', 'job.jobId',\n",
       "       'job.advViewFlag', 'job.title', 'job.salary', 'job.dq', 'job.jobKind',\n",
       "       'job.topJob', 'job.link', 'job.pcOuterLink', 'job.h5OuterLink',\n",
       "       'job.dataPromId', 'job.requireEduLevel', 'job.requireWorkYears',\n",
       "       'recruiter.recruiterName', 'recruiter.recruiterTitle', 'recruiter.imId',\n",
       "       'recruiter.imUserType', 'recruiter.recruiterId', 'recruiter.chatted',\n",
       "       'recruiter.recruiterPhoto', 'comp.compLogo', 'comp.compId',\n",
       "       'comp.compName', 'comp.compScale', 'comp.link', 'comp.compIndustry',\n",
       "       'comp.compStage'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "7e84cca5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>岗位数量</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.dq</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">广州</th>\n",
       "      <th>广东环凯微生物科技有限公司</th>\n",
       "      <th>12-30k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州麦优网络科技有限公司</th>\n",
       "      <th>25-35k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>恩梯梯数据(中国)</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>文远知行WeRide</th>\n",
       "      <th>25-50k·15薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某上海大型医疗器械公司</th>\n",
       "      <th>20-40k·16薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型快消品公司</th>\n",
       "      <th>25-30k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型日化公司</th>\n",
       "      <th>18-30k·13薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州IT服务公司</th>\n",
       "      <th>20-30k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州互联网公司</th>\n",
       "      <th>25-35k·14薪</th>\n",
       "      <th></th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州大型机械/设备公司</th>\n",
       "      <th>20-30k</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州大型食品/饮料/酒水公司</th>\n",
       "      <th>20-40k·15薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>汇丰软件</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"15\" valign=\"top\">广州-天河区</th>\n",
       "      <th>上海华钦信息科技股份有限公司</th>\n",
       "      <th>17-30k·13薪</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中数通信息</th>\n",
       "      <th>8-12k·13薪</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>丹纳赫</th>\n",
       "      <th>20-40k·13薪</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>仙婷集团</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">全民钱包</th>\n",
       "      <th>14-18k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15-20k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州宝洁有限公司</th>\n",
       "      <th>20-40k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>薪资面议</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州百田</th>\n",
       "      <th>20-28k·13薪</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>恩梯梯数据(中国)</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">斯凯奇中国</th>\n",
       "      <th>14-28k·16薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15-25k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州大型食品/饮料/酒水公司</th>\n",
       "      <th>30-40k·13薪</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>润建股份</th>\n",
       "      <th>6-10k</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>贝兰格投资咨询(广州)有限公司</th>\n",
       "      <th>8-16k·13薪</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-海珠区</th>\n",
       "      <th>文远知行WeRide</th>\n",
       "      <th>25-35k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州-番禺区</th>\n",
       "      <th>上海汉得信息技术股份有限公司</th>\n",
       "      <th>11-22k</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州市新目标电子商务有限公司</th>\n",
       "      <th>20-25k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州-白云区</th>\n",
       "      <th>嫚熙控股(广州)有限公司</th>\n",
       "      <th>15-25k</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型食品/饮料/日化公司</th>\n",
       "      <th>15-24k·13薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">广州-越秀区</th>\n",
       "      <th>即能科技(广州)有限公司</th>\n",
       "      <th>18-40k·14薪</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>康方生物</th>\n",
       "      <th>25-30k·14薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>时代中国控股集团有限公司</th>\n",
       "      <th>20-26k</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>西门子医疗系统</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州-黄埔区</th>\n",
       "      <th>广东环凯微生物科技有限公司</th>\n",
       "      <th>15-20k·20薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>索恩照明(广州)有限公司</th>\n",
       "      <th>15-25k·13薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  岗位数量\n",
       "job.dq comp.compName   job.salary comp.compScale      \n",
       "广州     广东环凯微生物科技有限公司   12-30k     100-499人          10\n",
       "       广州麦优网络科技有限公司    25-35k     100-499人          10\n",
       "       恩梯梯数据(中国)       薪资面议       2000-5000人        10\n",
       "       文远知行WeRide      25-50k·15薪 100-499人          10\n",
       "       某上海大型医疗器械公司     20-40k·16薪 10000人以上          10\n",
       "       某国内大型快消品公司      25-30k     2000-5000人        10\n",
       "       某国内大型日化公司       18-30k·13薪 2000-5000人        10\n",
       "       某广州IT服务公司       20-30k     100-499人          10\n",
       "       某广州互联网公司        25-35k·14薪                   10\n",
       "       某广州大型机械/设备公司    20-30k     500-999人          10\n",
       "       某广州大型食品/饮料/酒水公司 20-40k·15薪 10000人以上          10\n",
       "       汇丰软件            薪资面议       2000-5000人        10\n",
       "广州-天河区 上海华钦信息科技股份有限公司  17-30k·13薪 1000-2000人        10\n",
       "       中数通信息           8-12k·13薪  1000-2000人        10\n",
       "       丹纳赫             20-40k·13薪 5000-10000人       10\n",
       "       仙婷集团            薪资面议       50-99人            20\n",
       "       全民钱包            14-18k     100-499人          10\n",
       "                       15-20k     100-499人          10\n",
       "       广州宝洁有限公司        20-40k·14薪 10000人以上          10\n",
       "                       薪资面议       10000人以上          10\n",
       "       广州百田            20-28k·13薪 500-999人          10\n",
       "       恩梯梯数据(中国)       薪资面议       2000-5000人        10\n",
       "       斯凯奇中国           14-28k·16薪 2000-5000人        10\n",
       "                       15-25k     2000-5000人        10\n",
       "       某广州大型食品/饮料/酒水公司 30-40k·13薪 5000-10000人       10\n",
       "       润建股份            6-10k      5000-10000人       10\n",
       "       贝兰格投资咨询(广州)有限公司 8-16k·13薪  50-99人            10\n",
       "广州-海珠区 文远知行WeRide      25-35k     100-499人          20\n",
       "广州-番禺区 上海汉得信息技术股份有限公司  11-22k     10000人以上          10\n",
       "       广州市新目标电子商务有限公司  20-25k     100-499人          10\n",
       "广州-白云区 嫚熙控股(广州)有限公司    15-25k     1000-2000人        10\n",
       "       某国内大型食品/饮料/日化公司 15-24k·13薪 2000-5000人        10\n",
       "广州-越秀区 即能科技(广州)有限公司    18-40k·14薪 1-49人             10\n",
       "       康方生物            25-30k·14薪 2000-5000人        10\n",
       "       时代中国控股集团有限公司    20-26k     5000-10000人       10\n",
       "       西门子医疗系统         薪资面议       5000-10000人       10\n",
       "广州-黄埔区 广东环凯微生物科技有限公司   15-20k·20薪 100-499人          10\n",
       "       索恩照明(广州)有限公司    15-25k·13薪 100-499人          10"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州.groupby(['job.dq','comp.compName','job.salary','comp.compScale']).agg(岗位数量 = ('job.title','count'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "77bfae82",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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